{"id":"W4297517583","doi":"10.36834/cmej.76083","title":"Falling apart","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Falling (accident); Computer science; Medicine; Environmental health","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":[],"category_scores_codex":[0.004695762,0.0008371461,0.00102997,0.001964614,0.01877655,0.01465819,0.002169793,0.005829019,0.1637651],"category_scores_gemma":[0.02075352,0.0004431999,0.0009424211,0.001609939,0.01289879,0.01198134,0.01523617,0.01886864,0.05944664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008207554,"about_ca_system_score_gemma":0.02171033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04335815,"about_ca_topic_score_gemma":0.08555074,"domain_scores_codex":[0.9920822,0.001313547,0.0002349556,0.0009085127,0.003095916,0.002364782],"domain_scores_gemma":[0.9859549,0.001045425,0.0003446036,0.0009605637,0.003374671,0.008319844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003282784,0.00003817645,0.000815119,0.00003687225,0.000008296111,0.0001862371,0.002647652,0.00001984152,0.0000928769,0.08887135,0.8507801,0.0564706],"study_design_scores_gemma":[0.000006046684,0.00001274716,0.0005045107,0.0001283509,0.000004360779,0.000194532,0.004585308,0.00001401083,0.00004172909,0.02185215,0.9726421,0.000014243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00451863,0.008108737,0.001879262,0.4220958,0.05111654,0.00004066727,0.0001976611,0.0002817291,0.5117611],"genre_scores_gemma":[0.06916203,0.005277768,0.001436743,0.2493788,0.007600058,0.00006821447,0.0003424496,0.000542164,0.6661918],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8362349,"threshold_uncertainty_score":0.5478487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01440467585568418,"score_gpt":0.289339769776951,"score_spread":0.2749350939212668,"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."}}