{"id":"W4414624006","doi":"10.5489/cuaj.9428","title":"Poster Session 3: Education, Laparoscopy, Robotics, and Surgical Innovation","year":2025,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"University of Rochester; Medical Center, University of Rochester; Brown University","keywords":"Session (web analytics); Key (lock); Component (thermodynamics); MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002668753,0.001673318,0.0007115449,0.001202053,0.003674806,0.003813657,0.001026928,0.005147046,0.2740762],"category_scores_gemma":[0.002350356,0.0003218511,0.001310583,0.0006787705,0.0006397619,0.001767389,0.004416225,0.004629753,0.04770995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002134224,"about_ca_system_score_gemma":0.005496829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002148272,"about_ca_topic_score_gemma":0.01318471,"domain_scores_codex":[0.9988079,0.0001980771,0.00004560367,0.0001936339,0.0003231243,0.0004316205],"domain_scores_gemma":[0.9965239,0.0002442977,0.0000995758,0.00005847811,0.0006460655,0.002427713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002786467,0.000215155,0.0004323468,0.0003161326,0.00001220463,0.00009278781,0.00016285,0.00007211026,0.0005244789,0.001768439,0.9707255,0.02539938],"study_design_scores_gemma":[0.0001581451,0.0003277739,0.005172055,0.0007227946,0.00003511392,0.0002273262,0.0008217018,0.000163457,0.0004830994,0.003441156,0.9884206,0.00002675423],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.009715051,0.02445149,0.002417118,0.1855557,0.4668521,0.001435367,0.002979011,0.0003808762,0.3062133],"genre_scores_gemma":[0.03913197,0.01573824,0.002133526,0.02297888,0.1860139,0.001212847,0.002029476,0.0002512894,0.7305099],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2740762,"threshold_uncertainty_score":0.9168762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527467058810437,"score_gpt":0.290919223781355,"score_spread":0.2756445531932506,"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."}}