Claude optimizes its tools with self-evaluation and transcript review

Running a systematic review can feel overwhelming — a single search across multiple databases may return thousands of records. Managing exports, duplicates, and screening at this scale is not straightforward. 🛠️I’ve put together a step-by-step workflow based on my own experience, using automated tools and practical strategies to make the process more efficient. 📑The guide highlights how I approached steps such as deduplication and screening, and the lessons I learned along the way. If you’re planning or conducting a large-scale review, I hope this resource will help make the process a little easier: 👉https://lnkd.in/gX_42G5y

If anyone is interested in developing their skills in Analytical Skills, a quick thought based on my experience that might be helpful. 💬 Here are some tips for developing this skill: Identify your long term Aims. What are the precondition on things that must be in place inorder for that to be achieved? why these things to be in place? What evidence do you need for and to collect. What assumptions are you making about conditions that already exist and will continue. Backwards map your outcomes until you reach the point you starting out from.

🔹 Statistical Power Statistical power ⚡ measures how likely a test is to detect a real effect when it exists. Low power means a higher risk of missing true effects (Type II error). Planning studies with adequate power ensures reliable, trustworthy results. #StatisticalPower #SampleSize #DataAnalysis #ResearchDesign

Part 1: Analytica tip: what influence diagram are and are not Dependencies between variables can be deterministic or probabilistic, often representing relationships such as earnings being a function of revenues and costs, or empirical relationships like calculating standard deviation from data. While these dependencies effectively describe the flow of information during computation, they do not necessarily depict the flow of materials, money, or causal relationships. Check back tomorrow for part 2, as this video is part 1 of a 4 part series.

Our free whitepaper series “Selecting the Correct Shunt” provides practical insights on how to interpret technical data and choose the right component for your application. Read the whitepaper now: https://lnkd.in/dxJhptY3

We all see it. 👀 😑 Applying LLMs to search (a.k.a. "RAG") provides answers that sound natural, but often fail on truthfulness or sourcing. That's why you see disclaimers like: "𝘊𝘩𝘢𝘵𝘎𝘗𝘛 𝘤𝘢𝘯 𝘮𝘢𝘬𝘦 𝘮𝘪𝘴𝘵𝘢𝘬𝘦𝘴. 𝘊𝘩𝘦𝘤𝘬 𝘪𝘮𝘱𝘰𝘳𝘵𝘢𝘯𝘵 𝘪𝘯𝘧𝘰." 𝗠𝗼𝘃𝗲𝘄𝗼𝗿𝗸𝘀 𝗘𝗻𝘁𝗲𝗿𝗽𝗿𝗶𝘀𝗲 𝗦𝗲𝗮𝗿𝗰𝗵 𝗶𝘀 𝗱𝗶𝗳𝗳𝗲𝗿𝗲𝗻𝘁. It’s purposeful, accurate, and trustworthy, with results grounded in your data, backed by citations, and integrated in all of your systems. See how! ➡️ https://lnkd.in/gqr4QJg9

If anyone is interested in developing their skills in Analytical Skills, a quick thought based on my experience that might be helpful. 💬 Here are some tips for developing this skill: Ask questions regardless. Be patient and perhaps, reluctant to conclude.

4. Order vs. Chaos in Knowledge Systems • Case Study: Information Retrieval Systems • In digital libraries, search algorithms act as forces maintaining correlations, while user queries are the power that animates retrieval. • Misplacement of metadata (loss of classification) = collapse of systemic order, similar to books misplaced on a shelf.

Last clip was 10 seconds. This one is 16 seconds and the sound cuts out at the end. Can't seem to find info on generation length.  Paper notes for training: "...multi-stage filtering process.... scene detection algorithms to segment raw videos...chunk them into 8-second intervals." but this was for the data filtering process to curate a useable dataset. Paper here: https://lnkd.in/eBnprVxg