{"id":"W2088148097","doi":"10.1200/jco.2009.23.8691","title":"Reply to L.C. Panasci","year":2009,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Lesions and Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver Coastal Health Research Institute; University of British Columbia; Alberta Cancer Foundation; University of Alberta","funders":"University of Alberta","keywords":"Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002404452,0.00006971737,0.0009107875,0.0001004691,0.00002203975,0.000004323411,0.0001160497,0.0001809387,0.000196741],"category_scores_gemma":[0.002660732,0.00004522928,0.0004072334,0.0001402299,0.00004434282,0.00004339062,0.00001913052,0.0006248372,0.00008172243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006124228,"about_ca_system_score_gemma":0.0008891118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006141844,"about_ca_topic_score_gemma":0.000002050101,"domain_scores_codex":[0.9978259,0.0001437393,0.001509082,0.0001157945,0.0002435217,0.0001620073],"domain_scores_gemma":[0.9978293,0.000446003,0.0005524615,0.0001959886,0.0003483368,0.0006279509],"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":[0.002727552,0.001302277,0.0166919,0.00000365933,0.00006989656,0.001456728,0.00004765406,0.000003009698,0.0005285008,0.000518322,0.1347044,0.8419461],"study_design_scores_gemma":[0.00170613,0.01242437,0.5727734,0.00002850284,0.00008276698,0.0009605668,0.00003081474,0.000005005405,0.00002440234,0.0003783219,0.411555,0.00003077032],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8010765,0.0001875322,0.0002713442,0.1771163,0.0008201387,0.00008581262,4.437702e-7,0.000008386683,0.02043361],"genre_scores_gemma":[0.904081,0.0000642146,0.007055982,0.08595346,0.001855831,3.274386e-7,2.630271e-7,0.000005112608,0.0009837816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8419153,"threshold_uncertainty_score":0.3185336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1559260995912876,"score_gpt":0.493867085103123,"score_spread":0.3379409855118354,"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."}}