{"id":"W4231894079","doi":"10.5489/cuaj.813","title":"Preferred management option for small renal masses: laparoscopic partial nephrectomy","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Nephrectomy; Medicine; Urology; Renal mass; General surgery; Kidney; Internal medicine","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":[0.0003237978,0.0005272484,0.0007447806,0.001389437,0.001541719,0.001090824,0.000507303,0.00149468,0.007332799],"category_scores_gemma":[0.001571438,0.0002230277,0.000962654,0.0008240729,0.0004782166,0.001479155,0.0006585644,0.001569456,0.001296514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006663027,"about_ca_system_score_gemma":0.001544156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001343022,"about_ca_topic_score_gemma":0.005238228,"domain_scores_codex":[0.9996772,0.00003500145,0.00004393734,0.00006095734,0.00007898825,0.0001038429],"domain_scores_gemma":[0.9996794,0.00005277322,0.00007191114,0.00001969281,0.00002972576,0.0001465592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001616099,0.0006975274,0.1843534,0.001431113,0.0004400459,0.2752731,0.0004528737,0.004362674,0.02108074,0.005334424,0.03431287,0.470645],"study_design_scores_gemma":[0.0001570363,0.0005454081,0.07367122,0.0004365672,0.0001761154,0.880496,0.0006657766,0.003044834,0.004264276,0.00702096,0.02940445,0.0001173244],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6714051,0.06857856,0.06100371,0.05093648,0.003282162,0.0003630458,0.002218641,0.001178203,0.1410342],"genre_scores_gemma":[0.9484381,0.01143778,0.02212758,0.005274163,0.004176253,0.00009852295,0.001313183,0.0001588503,0.006975495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007332799,"threshold_uncertainty_score":0.02453065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02792175620838918,"score_gpt":0.2381698918916266,"score_spread":0.2102481356832374,"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."}}