{"id":"W3137373534","doi":"10.17504/protocols.io.brwnm7de","title":"Culture media for human islets (based ont eh Edmonton protocol) v1","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Pancreatic function and diabetes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Islet; Computer science; Medicine; Internal medicine; Insulin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001831323,0.00280823,0.001302495,0.003663519,0.001566729,0.001784142,0.002997418,0.001267109,0.06223889],"category_scores_gemma":[0.001645177,0.0009721682,0.001193295,0.002072273,0.0006401736,0.0008577748,0.001411813,0.002937976,0.04132501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006219234,"about_ca_system_score_gemma":0.001641022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002252889,"about_ca_topic_score_gemma":0.005878462,"domain_scores_codex":[0.9983854,0.0002530393,0.0002286861,0.0003079137,0.0005881758,0.0002368099],"domain_scores_gemma":[0.9986029,0.0003367956,0.00007058661,0.0003666502,0.0004570156,0.0001660676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002096162,0.001022356,0.001344021,0.002384732,0.0001502007,0.0009896862,0.0006715512,0.001100242,0.7857766,0.0115612,0.09855739,0.09434586],"study_design_scores_gemma":[0.0002159355,0.0004194699,0.003904429,0.0005803996,0.0002863446,0.0008258694,0.00008671114,0.001198985,0.4874255,0.00187949,0.5030978,0.00007901617],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.08425417,0.01654869,0.4213147,0.001969038,0.005919169,0.01009299,0.1411683,0.01198156,0.3067513],"genre_scores_gemma":[0.06762547,0.01303566,0.3189401,0.001649585,0.0008904131,0.009022932,0.269901,0.005651091,0.3132838],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.06223889,"threshold_uncertainty_score":0.2082099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04499333310265109,"score_gpt":0.3448192880430172,"score_spread":0.2998259549403661,"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."}}