{"id":"W2016306999","doi":"10.1016/j.celrep.2014.08.073","title":"The Prognostic Ease and Difficulty of Invasive Breast Carcinoma","year":2014,"lang":"en","type":"article","venue":"Cell Reports","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":77,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University and Génome Québec Innovation Centre; McGill Genome Centre; McGill University; McGill University Health Centre","funders":"National Cancer Institute","keywords":"Oncology; Confounding; Breast cancer; Internal medicine; Breast carcinoma; Medicine; Metastasis; Bioinformatics; Cancer; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000732052,0.00008903569,0.00009060167,0.000006918764,0.00008770569,0.000008411168,0.00003818767,0.00003598585,0.000001464194],"category_scores_gemma":[0.0001159559,0.00005725943,0.00003637793,0.00002379994,0.0001279342,0.000001049465,0.00008496415,0.00002345224,6.428298e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005214607,"about_ca_system_score_gemma":0.00003711149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005023813,"about_ca_topic_score_gemma":0.00005376046,"domain_scores_codex":[0.9994509,0.00002423943,0.0001410347,0.0002001296,0.000068577,0.0001151681],"domain_scores_gemma":[0.999455,0.00003908318,0.0001259509,0.000265738,0.00006986618,0.00004430828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004441795,0.00008292812,0.9080496,0.00005001234,0.00005156559,0.00003913986,0.00009165382,0.000003613271,0.08654481,0.00001917077,0.001342444,0.003680663],"study_design_scores_gemma":[0.0002460409,0.000085777,0.8718955,0.00001139117,0.00004933105,0.0003916658,0.0000783438,0.00000242588,0.1241374,0.0000743993,0.002936387,0.0000912754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969535,0.001166563,0.00001645729,0.0001034934,0.00007958151,0.000116938,0.000005666064,0.000004127293,0.001553666],"genre_scores_gemma":[0.9995054,0.00008179534,0.0000311438,0.00002734857,0.00007519801,0.00002337115,0.00002369966,0.000008277241,0.0002237738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03759263,"threshold_uncertainty_score":0.2334972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004283693515978171,"score_gpt":0.1945821585993022,"score_spread":0.190298465083324,"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."}}