{"id":"W2059209072","doi":"10.5489/cuaj.10039","title":"Preferred management option for small renal masses: laparoscopic partial nephrectomy","year":2010,"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":"Juravinski Cancer Centre","funders":"","keywords":"Nephrectomy; Medicine; Renal mass; Urology; 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":[0.0002294938,0.000493834,0.000831146,0.001101152,0.0007277101,0.0007564829,0.0004707275,0.001020628,0.01177104],"category_scores_gemma":[0.0009244605,0.0001370799,0.0008932963,0.0004885638,0.0002976961,0.001332802,0.0006583403,0.001464196,0.003298316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004094579,"about_ca_system_score_gemma":0.0006675546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006423469,"about_ca_topic_score_gemma":0.001381838,"domain_scores_codex":[0.9997903,0.0000205057,0.00002352,0.00005165488,0.00005594068,0.00005824498],"domain_scores_gemma":[0.9997403,0.00003323842,0.00007609873,0.00001548586,0.00001805961,0.0001167144],"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":[0.00148026,0.001021574,0.07338599,0.002391885,0.0004540111,0.1403925,0.0003763445,0.004382586,0.01555358,0.004558105,0.05357921,0.7024239],"study_design_scores_gemma":[0.000267655,0.001399318,0.07064765,0.001554841,0.0001683227,0.8121917,0.0004764868,0.003398559,0.004143793,0.01101376,0.09455851,0.000179432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4025331,0.1621192,0.1655564,0.05335112,0.004328769,0.0008746972,0.003830298,0.004119337,0.2032871],"genre_scores_gemma":[0.8757368,0.03455067,0.04027336,0.01419288,0.007881374,0.0004312924,0.003936078,0.0005404179,0.0224571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01177104,"threshold_uncertainty_score":0.03937811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02491616026664164,"score_gpt":0.2467581708685191,"score_spread":0.2218420106018774,"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."}}