{"id":"W4281710464","doi":"10.1055/a-1868-6050","title":"Learning of Intracorporal Knot Tying in Minimally Invasive Surgery by Video or Expert Instruction","year":2022,"lang":"en","type":"article","venue":"European Journal of Pediatric Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"","keywords":"Knot tying; Medicine; Checklist; Trainer; CLIPS; Medical physics; Surgery; Medical education; Computer science","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":[0.0003803048,0.0002541183,0.0001281788,0.0002539415,0.00007528194,0.0001696678,0.0002767525,0.0002011573,0.003391541],"category_scores_gemma":[0.001451269,0.00004606493,0.0001486141,0.0000792771,0.0001053296,0.0002353047,0.0004367189,0.0001523757,0.0003020609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009298389,"about_ca_system_score_gemma":0.0002479642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002740029,"about_ca_topic_score_gemma":0.000344394,"domain_scores_codex":[0.999811,0.00004542538,0.00001350348,0.00003244066,0.00005992029,0.00003770953],"domain_scores_gemma":[0.999544,0.0001595745,0.00006772539,0.00003002786,0.00007117067,0.0001276014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002277159,0.00717261,0.1419457,0.0008915741,0.00006328275,0.0004412982,0.001240406,0.001759516,0.06430324,0.0002107479,0.001021823,0.7786727],"study_design_scores_gemma":[0.000397176,0.04319627,0.8897205,0.0003176826,0.0001395847,0.004487128,0.001177209,0.006640862,0.04602481,0.000587412,0.007261939,0.00004953003],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972565,0.0002034502,0.001342132,0.00001856592,0.000006045536,0.00004647359,0.00002115052,0.00001768503,0.001087982],"genre_scores_gemma":[0.9939395,0.0004082748,0.004065038,0.00003148443,0.00001638347,0.00006405554,0.0001251216,0.000003958807,0.001346297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003391541,"threshold_uncertainty_score":0.0113458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04851485213136199,"score_gpt":0.2662982080228435,"score_spread":0.2177833558914815,"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."}}