{"id":"W4304480164","doi":"10.54847/cp.2022.04.20","title":"Common surgical training program: standardization of learning quality","year":2022,"lang":"en","type":"article","venue":"Cirugía pediátrica","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Standardization; Quality (philosophy); Computer science; Training (meteorology); Moderation; Learning curve; Medical education; Engineering management; Operations management; Medicine; Engineering; Machine learning; Operating system","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":[0.008760961,0.000484346,0.000464769,0.00200875,0.000578934,0.001440354,0.00127514,0.0004713446,0.004384872],"category_scores_gemma":[0.01415569,0.0001749959,0.0004807897,0.001390261,0.0007637656,0.0008299047,0.003271191,0.0005509066,0.0008173423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002427874,"about_ca_system_score_gemma":0.006288647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001473709,"about_ca_topic_score_gemma":0.001403567,"domain_scores_codex":[0.9882947,0.003700749,0.001116707,0.001546113,0.004775741,0.0005660053],"domain_scores_gemma":[0.9876397,0.001773155,0.002165939,0.002030564,0.004607797,0.001782725],"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":[0.0007497528,0.002879556,0.05849162,0.0008827893,0.000084527,0.00008686215,0.0007570563,0.00590709,0.009538636,0.003438767,0.003946301,0.9132371],"study_design_scores_gemma":[0.001310404,0.01611567,0.807003,0.001387824,0.0004732654,0.002369548,0.001549633,0.03286778,0.04383994,0.008172791,0.08469338,0.0002167219],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6779662,0.001819003,0.260428,0.00165578,0.0003064661,0.01053946,0.0007326071,0.002861199,0.04369127],"genre_scores_gemma":[0.8399148,0.0005619511,0.1482657,0.000259542,0.0002019404,0.004202292,0.0008403285,0.0001669825,0.005586395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008760961,"threshold_uncertainty_score":0.04633296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08954149169312144,"score_gpt":0.3950263355413057,"score_spread":0.3054848438481843,"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."}}