{"id":"W4405743849","doi":"10.1016/j.sger.2024.10.007","title":"10.1016/j.sger.2024.10.007","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005642736,0.001216676,0.000567578,0.001794385,0.0010334,0.002242525,0.001293276,0.003966169,0.9696278],"category_scores_gemma":[0.001208089,0.000458504,0.000613654,0.001214857,0.000784062,0.002159853,0.001419869,0.001119542,0.9793778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000712015,"about_ca_system_score_gemma":0.0007771511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003506543,"about_ca_topic_score_gemma":0.003146075,"domain_scores_codex":[0.9997545,0.00002123464,0.00001746812,0.00005786388,0.00007673691,0.00007216365],"domain_scores_gemma":[0.999148,0.0001682689,0.00006532343,0.0000757992,0.0001726657,0.0003699833],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001162471,0.0001573745,0.00118585,0.0003083506,0.00001508737,0.0001407158,0.00006620182,0.0002553507,0.0006201662,0.004386148,0.4609645,0.5317839],"study_design_scores_gemma":[0.000024459,0.00003838004,0.0009178997,0.0002514927,0.000009948121,0.0004092119,0.0000913745,0.0001767856,0.0001953001,0.001028289,0.9968471,0.000009797589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007291649,0.0009890714,0.0007549027,0.001230673,0.00049706,0.00004322737,0.0008517089,0.0008418785,0.9940622],"genre_scores_gemma":[0.001401011,0.0003211962,0.0005068817,0.0004577692,0.00009032683,0.00002371041,0.0005566398,0.0001395215,0.996503],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0303722,"threshold_uncertainty_score":0.04332227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02694929526895068,"score_gpt":0.3312175667650851,"score_spread":0.3042682714961344,"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."}}