{"id":"W2589934757","doi":"10.1200/jco.2015.33.7_suppl.387","title":"Is the International Germ Cell Consensus Classification (IGCCC) sufficiently predictive in 2015?","year":2015,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Testicular diseases and treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; Université de Sherbrooke","funders":"","keywords":"Medicine; Germ cell tumors; Clinical trial; Oncology; Internal medicine; Disease; Chemotherapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01329029,0.0003715496,0.0009222917,0.002443352,0.0004966581,0.001652504,0.001390731,0.001379516,0.003513653],"category_scores_gemma":[0.05064219,0.0001689254,0.0007293984,0.003148719,0.0007377821,0.00179973,0.0008076187,0.001320353,0.0008572743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001785595,"about_ca_system_score_gemma":0.002742126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01180669,"about_ca_topic_score_gemma":0.01548416,"domain_scores_codex":[0.9950178,0.001793593,0.0007477892,0.0005415572,0.001415403,0.0004839047],"domain_scores_gemma":[0.9799933,0.006285968,0.004728529,0.0008918447,0.006477326,0.00162286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001732031,0.00007282119,0.6643047,0.001397931,0.0003752616,0.0002279299,0.0002143551,0.001900055,0.0002644548,0.003538796,0.09192681,0.2340447],"study_design_scores_gemma":[0.0005120332,0.0008718418,0.8006142,0.00789745,0.001321659,0.001480257,0.0009931852,0.008250611,0.00075557,0.01129058,0.1658656,0.0001469084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5156759,0.2127858,0.01780962,0.1156531,0.02270227,0.0008095176,0.03436954,0.0004240966,0.07977019],"genre_scores_gemma":[0.9525149,0.01292323,0.004435722,0.007905417,0.003142603,0.000337953,0.01714721,0.0001336061,0.001459346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01329029,"threshold_uncertainty_score":0.07028657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2400366570640938,"score_gpt":0.5027538065309096,"score_spread":0.2627171494668158,"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."}}