{"id":"W4319926447","doi":"10.1016/s0302-2838(23)00804-7","title":"Experience of the virtual Canadian testicular cancer second opinion group","year":2023,"lang":"en","type":"article","venue":"European Urology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Testicular cancer; Second opinion; Gynecology; Cancer; Internal medicine; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002513226,0.0005844059,0.0002552777,0.0006772323,0.007891342,0.002426699,0.001403612,0.001785291,0.0501496],"category_scores_gemma":[0.004069848,0.0003009605,0.0006576818,0.0009519809,0.001379426,0.0009347318,0.002988831,0.00253076,0.003656155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01242979,"about_ca_system_score_gemma":0.03080939,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4021791,"about_ca_topic_score_gemma":0.6669431,"domain_scores_codex":[0.9982857,0.0003525334,0.00002250314,0.0001124292,0.0005320103,0.0006948344],"domain_scores_gemma":[0.9924826,0.0003105584,0.0001252064,0.0001035437,0.0009816902,0.005996482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.000830134,0.001161348,0.04918507,0.0002453252,0.00009396058,0.01134762,0.01443395,0.001238252,0.001433569,0.005959804,0.7844146,0.1296565],"study_design_scores_gemma":[0.0001643693,0.0006984884,0.05016765,0.00022467,0.00005303504,0.008097328,0.01984932,0.0007955731,0.0004505688,0.0009060283,0.918466,0.0001270386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4636187,0.01223032,0.003111855,0.1305822,0.01961413,0.0004647685,0.003586645,0.0004420641,0.3663494],"genre_scores_gemma":[0.7688611,0.00707607,0.003009137,0.01786277,0.003792583,0.0001300842,0.002489375,0.0004266009,0.1963523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5978209,"threshold_uncertainty_score":0.7996763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01805847500158288,"score_gpt":0.2704468688073319,"score_spread":0.2523883938057491,"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."}}