{"id":"W2010554092","doi":"10.1016/j.urology.2004.04.028","title":"Laparoscopic versus open partial nephrectomy","year":2004,"lang":"en","type":"article","venue":"Urology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; McMaster University; Western University","funders":"","keywords":"Medicine; Nephrectomy; Convalescence; Demographics; Blood loss; Narcotic; Cohort; Urology; Surgery; Internal medicine; Kidney","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005308087,0.0001038475,0.0002397927,0.0000432064,0.00004004004,0.0000130657,0.0001289755,0.00008529428,0.0004925203],"category_scores_gemma":[0.00003690049,0.00008547115,0.00004729017,0.00007865228,0.00006491044,0.00004009766,0.0001043752,0.0001167538,0.0006465371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009394062,"about_ca_system_score_gemma":0.0001428861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001821025,"about_ca_topic_score_gemma":0.00005339913,"domain_scores_codex":[0.9992707,0.00002876759,0.0001272216,0.0002343614,0.00009065644,0.0002483434],"domain_scores_gemma":[0.9994993,0.00003727018,0.00003173186,0.0002882291,0.00002243729,0.0001210335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1740834,0.01270232,0.29088,0.0004814276,0.006339176,0.0350667,0.006090885,0.006956186,0.1520397,0.1907981,0.05091944,0.07364261],"study_design_scores_gemma":[0.1134039,0.02237593,0.07415166,0.00002766247,0.001104335,0.0009185983,0.00007644814,0.00009224914,0.1261114,0.003434399,0.6577452,0.0005581949],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953189,0.0002688238,0.00006050073,0.002991063,0.000503842,0.0005216869,0.000001539838,0.00004737034,0.04241615],"genre_scores_gemma":[0.9973485,0.00001107708,0.0005518247,0.001232675,0.0001751294,0.00009516852,0.00001977168,0.00001467337,0.0005511946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6068257,"threshold_uncertainty_score":0.8310142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04651542451956354,"score_gpt":0.3175047066322983,"score_spread":0.2709892821127348,"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."}}