{"id":"W1966735955","doi":"10.1007/s00464-008-0246-9","title":"Intraoperative monitoring of laparoscopic skill development based on quantitative measures","year":2008,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Laparoscopy; Dissection (medical); Medical physics; Surgery; Physical medicine and rehabilitation","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":[0.0007327365,0.0005473776,0.0003762367,0.001106284,0.0002010577,0.000382462,0.0002668531,0.0003944058,0.001516261],"category_scores_gemma":[0.003537044,0.0001993669,0.000175271,0.000780408,0.0002591528,0.0004119898,0.0003864362,0.0007295356,0.0003184516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001272288,"about_ca_system_score_gemma":0.0003297457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007183884,"about_ca_topic_score_gemma":0.001006581,"domain_scores_codex":[0.9992658,0.0002029852,0.00005554743,0.0001269347,0.0002871293,0.0000616865],"domain_scores_gemma":[0.9952543,0.002177594,0.0006306747,0.0002623366,0.001278678,0.0003964724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.006843219,0.001552333,0.261534,0.0006037074,0.0001792331,0.0002894567,0.001775909,0.003038387,0.4767184,0.0007101987,0.00200733,0.2447479],"study_design_scores_gemma":[0.0001538498,0.00948801,0.7979898,0.00007775709,0.0002009263,0.001451117,0.0006846573,0.0271165,0.1599303,0.0004524853,0.002301463,0.000153211],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9202664,0.0004141805,0.07264385,0.0000750397,0.00009070034,0.0003683393,0.001177188,0.0005030944,0.004461073],"genre_scores_gemma":[0.9652662,0.0002871043,0.03121013,0.00006405538,0.00005637095,0.0005566214,0.000528269,0.00007710038,0.001954242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001516261,"threshold_uncertainty_score":0.005072355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07387984682331013,"score_gpt":0.3472498190581735,"score_spread":0.2733699722348634,"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."}}