{"id":"W2070115557","doi":"10.1007/s00464-009-0539-7","title":"Validity of using Fundamentals of Laparoscopic Surgery (FLS) program to assess laparoscopic competence for gynecologists","year":2009,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Innovation Council; University of British Columbia","funders":"","keywords":"Medicine; Psychomotor learning; Competence (human resources); Laparoscopic surgery; Cognition; Test (biology); Physical therapy; Cognitive test; Educational measurement; Laparoscopy; Medical physics; Surgery; Curriculum; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006448501,0.0002157531,0.001094046,0.0001593917,0.0000691876,0.00001785532,0.0001166247,0.0001427109,0.0002951185],"category_scores_gemma":[0.0006397579,0.0001840917,0.0003080316,0.0004834599,0.0001553155,0.00007598761,0.00003393154,0.0001415823,0.000005032299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007382468,"about_ca_system_score_gemma":0.0001742996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000205754,"about_ca_topic_score_gemma":0.000001886439,"domain_scores_codex":[0.9978653,0.0001229114,0.0007793411,0.0003689536,0.0004171902,0.0004463219],"domain_scores_gemma":[0.9969684,0.001986591,0.0002548075,0.0002843048,0.0002101111,0.0002958116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006695591,0.006227958,0.9024874,0.001456078,0.0002562089,0.0002329806,0.0003176345,0.001642998,0.02666333,0.005168154,0.0002788475,0.04857284],"study_design_scores_gemma":[0.07841683,0.008765278,0.3736234,0.002640312,0.000603445,0.00008709492,0.0003539344,0.01084377,0.4772938,0.001559905,0.04449771,0.001314453],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966055,0.00007076985,0.0003487707,0.0002386854,0.0002920023,0.00114653,0.00003241667,0.00009987993,0.001165456],"genre_scores_gemma":[0.992831,0.00001753695,0.006663654,0.0002375098,0.00007898254,0.00004203892,0.00004644917,0.00001650741,0.00006631291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.528864,"threshold_uncertainty_score":0.7507043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1772087791212123,"score_gpt":0.4244813879839124,"score_spread":0.2472726088627001,"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."}}