{"id":"W4417457840","doi":"10.1097/spv.0000000000001707","title":"Accommodating Surgical Learners","year":2025,"lang":"en","type":"article","venue":"Urogynecology","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":[0.003764299,0.0006223302,0.0002666461,0.000969776,0.006994135,0.0069616,0.001910512,0.002492358,0.04236758],"category_scores_gemma":[0.01593133,0.0003277555,0.0005584725,0.0004195007,0.00209365,0.004199292,0.01813887,0.004983281,0.01174473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00164613,"about_ca_system_score_gemma":0.01225073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007064934,"about_ca_topic_score_gemma":0.003283882,"domain_scores_codex":[0.9960984,0.001128874,0.000107513,0.0003108311,0.001167584,0.001186757],"domain_scores_gemma":[0.9791682,0.001324355,0.001171527,0.0005467781,0.00234177,0.01544735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002098503,0.001646616,0.06977028,0.0006149724,0.00005159738,0.006382502,0.06373267,0.0007490623,0.006902624,0.02971767,0.4079996,0.4122225],"study_design_scores_gemma":[0.00003233251,0.0005932053,0.01282097,0.0006457672,0.00002950258,0.009025884,0.08580822,0.000498448,0.00171004,0.009697198,0.8790677,0.00007077721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3805174,0.003388772,0.01196572,0.1895508,0.0154672,0.0005516192,0.0002081292,0.0008778957,0.3974725],"genre_scores_gemma":[0.6305963,0.004282284,0.01505762,0.06874243,0.005479057,0.0005229663,0.0003954234,0.0004522458,0.2744717],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04236758,"threshold_uncertainty_score":0.1417336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02258068596846955,"score_gpt":0.3406332697573754,"score_spread":0.3180525837889058,"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."}}