{"id":"W4404050920","doi":"10.1101/2024.10.31.621327","title":"High-throughput measurement of adipocyte size with open-source software using whole-slide adipose tissue images","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Adipocyte; Adipose tissue; Throughput; Software; Computer science; Open source; Open source software; Biology; Endocrinology; Operating system; Wireless","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004575087,0.0008295248,0.0008200614,0.003061555,0.0004984814,0.001720923,0.001531477,0.0008214587,0.004529547],"category_scores_gemma":[0.006567229,0.0009144307,0.0008958576,0.001253487,0.0005062681,0.001377979,0.0014676,0.0009238952,0.002623639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004674452,"about_ca_system_score_gemma":0.0005968687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007317174,"about_ca_topic_score_gemma":0.001934842,"domain_scores_codex":[0.9959031,0.0005665656,0.0003386178,0.0008497742,0.002214968,0.0001270798],"domain_scores_gemma":[0.9915906,0.002583961,0.001048911,0.001575996,0.00294277,0.000257805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004032515,0.000228674,0.01114145,0.0004817772,0.0002054979,0.0002620466,0.0003350637,0.002873691,0.8294493,0.001071434,0.003821524,0.1497264],"study_design_scores_gemma":[0.0001331957,0.0005360165,0.08858566,0.0001848474,0.0002283676,0.001967688,0.000251213,0.1153694,0.7655882,0.001607193,0.02515266,0.0003956966],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0935811,0.0007117253,0.8861465,0.0001211551,0.0002444928,0.0004030832,0.00145398,0.0153966,0.001941374],"genre_scores_gemma":[0.1466052,0.0003932259,0.8444208,0.0001216722,0.0001144558,0.001192875,0.002063385,0.002611603,0.002476794],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.004575087,"threshold_uncertainty_score":0.02419567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01872223300641471,"score_gpt":0.2414550447075477,"score_spread":0.222732811701133,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}