{"id":"W2063849333","doi":"10.1016/j.amjsurg.2005.11.014","title":"Computer-assisted assessment of one-handed knot tying skills performed within various contexts: a construct validity study","year":2006,"lang":"en","type":"article","venue":"The American Journal of Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Toronto; Western University; Mount Sinai Hospital","funders":"","keywords":"Tying; Knot tying; Construct validity; Knot (papermaking); Construct (python library); Computer science; Psychology; Cognitive psychology; Natural language processing; Engineering; Developmental psychology; Psychometrics; Medicine; Programming language; Surgery","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":[0.005612697,0.000564275,0.0004928375,0.00136139,0.000670309,0.0008316935,0.0006168589,0.0007074209,0.000682604],"category_scores_gemma":[0.02381926,0.0004282201,0.0008340163,0.0007822795,0.00127476,0.001195977,0.001193486,0.000769628,0.0003043126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006925192,"about_ca_system_score_gemma":0.0009932535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002034613,"about_ca_topic_score_gemma":0.005211783,"domain_scores_codex":[0.9961085,0.001369335,0.0004380424,0.0004574671,0.001415055,0.0002115517],"domain_scores_gemma":[0.9688196,0.01838744,0.003132565,0.001994658,0.006809187,0.0008565128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002093559,0.00267725,0.933291,0.0001708934,0.0002943573,0.0001899265,0.009605132,0.0009644832,0.01152659,0.0003813728,0.0002250562,0.03858035],"study_design_scores_gemma":[0.0001983848,0.00400516,0.9841575,0.00005309738,0.0001416045,0.0003782715,0.003318303,0.003595271,0.00329472,0.0001836093,0.0006099101,0.00006409104],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984611,0.00003304393,0.0007007018,0.00001321383,0.00000904006,0.0001106772,0.00003277174,0.000007913227,0.0006315449],"genre_scores_gemma":[0.9977933,0.00006988322,0.001572295,0.00002777716,0.00001042565,0.000150995,0.00008660663,0.000008556266,0.0002800804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005612697,"threshold_uncertainty_score":0.02968317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06358176964611095,"score_gpt":0.3383987720866554,"score_spread":0.2748170024405445,"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."}}