{"id":"W4406536685","doi":"10.1016/j.omag.2024.07.004","title":"10.1016/j.omag.2024.07.004","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology; Audiology; 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":[0.0005530614,0.001323947,0.0006518423,0.001742647,0.001206756,0.002158957,0.001298803,0.005160179,0.972674],"category_scores_gemma":[0.001377914,0.0005075799,0.0006464142,0.0009814379,0.0007325927,0.002625893,0.00146576,0.001333245,0.970529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007312678,"about_ca_system_score_gemma":0.0008707785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003190156,"about_ca_topic_score_gemma":0.003152284,"domain_scores_codex":[0.9997237,0.00002241018,0.0000244148,0.00006884766,0.00007650306,0.00008401841],"domain_scores_gemma":[0.9988399,0.0002418139,0.00009267785,0.00007551748,0.0002229532,0.0005272581],"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":[0.0002189956,0.0003210915,0.00188269,0.0003481917,0.00001949745,0.0002314811,0.00006871021,0.0001968713,0.0005567548,0.003172866,0.4518117,0.5411711],"study_design_scores_gemma":[0.00005757955,0.00008423754,0.00182242,0.0004008822,0.00001768166,0.0008622868,0.0001191694,0.000191355,0.000251819,0.001269014,0.9949084,0.00001511222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009758364,0.001047029,0.0006359376,0.001403692,0.0005457847,0.00006708104,0.0008650549,0.0007505456,0.9937091],"genre_scores_gemma":[0.00209905,0.0004391749,0.0005983328,0.0007559442,0.0001570344,0.0000510247,0.0006572601,0.0001518686,0.9950902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02732599,"threshold_uncertainty_score":0.03897715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01418290572488846,"score_gpt":0.2287392505810019,"score_spread":0.2145563448561134,"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."}}