{"id":"W3191823995","doi":"10.1097/ju.0000000000001985.05","title":"MP12-05 PERCEPTIONS AND ATTITUDES OF LEARNERS TOWARDS VIDEO RECORDING OF THEIR OPERATIVE PERFORMANCE FOR ASSESSMENT OF SURGICAL SKILLS","year":2021,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Perception; Medical education; Program director; Competency assessment; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001718356,0.0001839118,0.0001862837,0.0005164088,0.0009790914,0.001220682,0.0005644261,0.0005110839,0.1074263],"category_scores_gemma":[0.004856058,0.0001960164,0.0001895485,0.0003543848,0.0001972145,0.0006143156,0.0006748986,0.0007048236,0.01153436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001201472,"about_ca_system_score_gemma":0.001787393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0439746,"about_ca_topic_score_gemma":0.1201772,"domain_scores_codex":[0.9994442,0.0001028958,0.00002003659,0.0000307123,0.000281698,0.0001204761],"domain_scores_gemma":[0.9935107,0.0008554429,0.0003210635,0.0001158142,0.00252111,0.002675849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007541906,0.003683502,0.2326397,0.0004979602,0.00002964487,0.0002529816,0.007826177,0.0001469349,0.002033024,0.00026715,0.5340941,0.2177747],"study_design_scores_gemma":[0.00004663037,0.001648049,0.9059584,0.0003221589,0.00001818984,0.0001682125,0.01414201,0.0003499707,0.0009642937,0.00005268255,0.07628673,0.00004275136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733277,0.0002925447,0.0004514054,0.004885433,0.0003969483,0.0005026559,0.005900592,0.0002934011,0.1139492],"genre_scores_gemma":[0.8175573,0.001045617,0.001836392,0.001356107,0.0001777979,0.0007697011,0.004372545,0.0001039287,0.1727806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1074263,"threshold_uncertainty_score":0.3593767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02831582504458009,"score_gpt":0.3896651694807765,"score_spread":0.3613493444361964,"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."}}