{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001626501,0.0003806149,0.0005895402,0.001378973,0.0004204022,0.001461196,0.0004098184,0.0004038887,0.001507624],"category_scores_gemma":[0.004826454,0.0001995875,0.0002205437,0.001463462,0.0009209039,0.0009630857,0.0009802772,0.0007643434,0.0006518554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003970151,"about_ca_system_score_gemma":0.0003084236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004380057,"about_ca_topic_score_gemma":0.0006279255,"domain_scores_codex":[0.9990156,0.0003478672,0.00008351863,0.0001241768,0.0002925447,0.0001364502],"domain_scores_gemma":[0.9985496,0.0004655168,0.0004703291,0.0002228198,0.0001728776,0.0001188891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001321975,0.00006926562,0.8232301,0.000218693,0.0001014271,0.001870967,0.0003808781,0.0005577618,0.02669626,0.002144961,0.002152713,0.1412549],"study_design_scores_gemma":[0.00001815133,0.000228937,0.9519984,0.00007962682,0.0001021474,0.01779108,0.001022991,0.001075016,0.007392381,0.004660196,0.01558989,0.00004111377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480078,0.02918534,0.00493875,0.005043553,0.0002295221,0.0000315861,0.000991215,0.0001234877,0.01144887],"genre_scores_gemma":[0.9916652,0.005887871,0.0009414036,0.0001632925,0.0002854727,0.00001003489,0.0003398447,0.0000136726,0.000693255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001626501,"threshold_uncertainty_score":0.008601904,"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."}}