{"id":"W2896853556","doi":"10.1186/s12894-018-0403-y","title":"The effect of surgery report cards on improving radical prostatectomy quality: the SuRep study protocol","year":2018,"lang":"en","type":"article","venue":"BMC Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"Prostate Cancer Canada","keywords":"Medicine; Prostatectomy; Protocol (science); Urology; General surgery; Prostate cancer; Internal medicine; Alternative medicine; Pathology; Cancer","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003451215,0.0001800395,0.0004973501,0.0000464062,0.0001976231,0.00001527764,0.0001051084,0.00007672485,0.00002135532],"category_scores_gemma":[0.001225473,0.0000772388,0.0001645707,0.0001417096,0.0004554957,0.00001832643,0.00007075005,0.0001960937,0.00001199635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007125431,"about_ca_system_score_gemma":0.0003159172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002505085,"about_ca_topic_score_gemma":0.000171503,"domain_scores_codex":[0.9975099,0.000895353,0.0005509566,0.00037168,0.0003458732,0.000326226],"domain_scores_gemma":[0.9961184,0.002537808,0.0003162709,0.0008330469,0.0001217856,0.00007267417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005545292,0.0003952918,0.9824525,0.0001374313,0.0001401881,0.0002149024,0.000180699,8.946115e-7,0.0001242241,0.00004896271,0.001048625,0.00971101],"study_design_scores_gemma":[0.005019197,0.02033355,0.9368642,0.00001698883,0.0003260189,0.0002348197,0.00008338635,0.00002453897,0.01194403,0.000047854,0.02498366,0.0001217661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914028,0.0000614793,0.00001358958,0.0009473572,0.0002731405,0.08411264,0.000003943598,0.00004151821,0.0005183101],"genre_scores_gemma":[0.8806267,9.348274e-7,0.000007828893,0.0001557666,0.000237931,0.118849,0.000004113912,0.00001950364,0.00009816016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04558828,"threshold_uncertainty_score":0.3149707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04109060433608976,"score_gpt":0.3813063905550237,"score_spread":0.3402157862189339,"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."}}