{"id":"W2080288997","doi":"10.5489/cuaj.2865","title":"A resident’s perspective","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Perspective (graphical); Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002922355,0.0006893589,0.0006252781,0.0008328656,0.009677763,0.005422457,0.002157014,0.02103644,0.05806527],"category_scores_gemma":[0.01525357,0.0003585997,0.001022929,0.0005384286,0.003670662,0.003741778,0.005491982,0.02139779,0.009673161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006182686,"about_ca_system_score_gemma":0.02294278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0246987,"about_ca_topic_score_gemma":0.09507976,"domain_scores_codex":[0.996558,0.0006391515,0.0001438515,0.0003480201,0.0009806254,0.001330398],"domain_scores_gemma":[0.9785065,0.0009909319,0.000481614,0.0002270877,0.004214252,0.01557962],"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":[0.00001301986,0.00004304385,0.0004622216,0.00005471997,0.000007352363,0.001960376,0.0004538868,0.00003861349,0.00009338562,0.006163549,0.9817055,0.009004319],"study_design_scores_gemma":[0.00002036128,0.00006656435,0.001012834,0.0004497833,0.0000130083,0.003887294,0.004644646,0.00003966253,0.00006620918,0.003500127,0.9862629,0.00003647579],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00143353,0.003630557,0.0001431641,0.926069,0.04720555,0.000007336053,0.00003981802,0.00002412719,0.02144693],"genre_scores_gemma":[0.03531298,0.008694972,0.0003599955,0.8242743,0.05369305,0.0000187882,0.0000460222,0.00004982478,0.07755001],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05806527,"threshold_uncertainty_score":0.1942477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02533144348827223,"score_gpt":0.3012634152042115,"score_spread":0.2759319717159393,"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."}}