{"id":"W6920964823","doi":"10.6084/m9.figshare.26659423","title":"Additional file 4 of Metabolic switching, growth kinetics and cell yields in the scalable manufacture of stem cell-derived insulin-producing cells","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Flow cytometry; Tukey's range test; Analysis of variance; Cytometry; Coefficient of variation; Single-cell analysis","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003145753,0.001728442,0.002252787,0.001987748,0.001180164,0.002460161,0.002584308,0.001465185,0.8167234],"category_scores_gemma":[0.01726032,0.001017969,0.001335885,0.00391073,0.000354239,0.001824331,0.001211385,0.001643,0.1927887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001236239,"about_ca_system_score_gemma":0.002214337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003543049,"about_ca_topic_score_gemma":0.006809689,"domain_scores_codex":[0.9985961,0.0001644322,0.0002278248,0.000325977,0.0005013875,0.0001841575],"domain_scores_gemma":[0.9898388,0.007040081,0.0004586574,0.0007349927,0.001621656,0.0003057945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001828335,0.0004828216,0.003405705,0.009870009,0.0001701333,0.0002666491,0.0001714867,0.0021312,0.00785873,0.001584534,0.9423725,0.02985783],"study_design_scores_gemma":[0.004921067,0.001174631,0.01803698,0.003004972,0.000337929,0.0007878246,0.0004637946,0.007133144,0.02186679,0.008183807,0.9337503,0.0003387553],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.000513127,0.00007336358,0.002011546,0.00009265575,0.0000725836,0.0001790065,0.994258,0.001549413,0.001250233],"genre_scores_gemma":[0.009319952,0.000320655,0.01112825,0.0004184556,0.00007144696,0.002965997,0.9654568,0.002479287,0.007839016],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8167234,"threshold_uncertainty_score":0.2614218,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01626775883927693,"score_gpt":0.2156172427857973,"score_spread":0.1993494839465204,"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."}}