{"id":"W2339368967","doi":"","title":"Understanding and Taking Control of Surgical Learning Curves.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Learning curve; Control (management); Medicine; Patient safety; Medical education; Computer science; Artificial intelligence; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02217663,0.0004883313,0.0004295742,0.002235775,0.002073733,0.006673731,0.00155518,0.001772307,0.004379857],"category_scores_gemma":[0.100723,0.0002984051,0.0005983724,0.0006945474,0.004240451,0.008125597,0.005210792,0.003981718,0.001408256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002929888,"about_ca_system_score_gemma":0.01884081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003693193,"about_ca_topic_score_gemma":0.005960269,"domain_scores_codex":[0.9842132,0.007169411,0.001078178,0.001016972,0.005921864,0.000600399],"domain_scores_gemma":[0.9293831,0.0289094,0.0140499,0.005930543,0.01348305,0.008244028],"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":[0.00008955526,0.0004133108,0.03765468,0.00101795,0.00006638972,0.0001951191,0.01960924,0.0009834812,0.001400665,0.06146998,0.04732835,0.8297712],"study_design_scores_gemma":[0.00008502188,0.0007133684,0.09342233,0.005829224,0.000140391,0.002264261,0.03137387,0.003302224,0.003404268,0.2956986,0.5634141,0.0003525099],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1456216,0.03836973,0.2234114,0.2742155,0.004652199,0.001150739,0.0006299049,0.001322785,0.3106262],"genre_scores_gemma":[0.7322667,0.03059671,0.183145,0.02432624,0.001378982,0.0009633317,0.0005876628,0.0002668148,0.02646867],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02217663,"threshold_uncertainty_score":0.1172826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3322174631067962,"score_gpt":0.3852272506737619,"score_spread":0.05300978756696567,"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."}}