{"id":"W2756265351","doi":"10.1089/end.2010.1528","title":"Survey of Endourology","year":2010,"lang":"en","type":"article","venue":"Journal of Endourology","topic":"Renal cell carcinoma treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Library science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009899347,0.0001443999,0.0007182923,0.0003075858,0.00002036543,0.00000324504,0.0001743204,0.0002030974,0.0006025999],"category_scores_gemma":[0.0008845222,0.0001045274,0.0002092381,0.0001413787,0.0001893799,0.00004456457,0.00004182946,0.0007827049,0.00002360775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002072734,"about_ca_system_score_gemma":0.0002657641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001131938,"about_ca_topic_score_gemma":0.0001913211,"domain_scores_codex":[0.998411,0.0002267651,0.0007030767,0.0001362495,0.0002526461,0.0002702693],"domain_scores_gemma":[0.9976869,0.000564455,0.0006547026,0.0002985208,0.0005887161,0.0002066585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002796244,0.0005184526,0.7195595,0.00002728444,0.0003854175,0.001728912,0.00009961434,0.00001335603,0.2686306,0.0003105358,0.002348783,0.003581297],"study_design_scores_gemma":[0.003659137,0.004827788,0.9443882,0.000006108806,0.0002181979,0.01045981,0.000008263059,0.00002074596,0.03212955,0.0001830874,0.004030873,0.00006831624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940638,0.0005829923,0.00006927184,0.00118197,0.001002748,0.0001106436,0.000006730681,0.000006717828,0.002975154],"genre_scores_gemma":[0.9980049,0.0000497928,0.001077147,0.0004031825,0.000295841,0.000001521187,0.000005256119,0.00001982126,0.0001425101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2365011,"threshold_uncertainty_score":0.6598046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03475365074291713,"score_gpt":0.2965689033869938,"score_spread":0.2618152526440766,"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."}}