{"id":"W4205355488","doi":"10.53876/001c.31017","title":"Think Globally, Start Locally: Value-Based Breast Cancer Care for Newly Diagnosed Patients in A Safety-Net Medical Center","year":2022,"lang":"en","type":"article","venue":"International Journal of Cancer Care and Delivery","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Breast cancer; Cohort; Hazard ratio; Internal medicine; Cancer; Asymptomatic; Oncology; Population; Metastatic breast cancer; Pertuzumab; Confidence interval","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":[0.00008371866,0.0001540184,0.0002064633,0.00008851477,0.00009289598,0.00002500306,0.0003176474,0.00006352113,0.0001062466],"category_scores_gemma":[0.00002481187,0.000139448,0.0001492051,0.00005283975,0.00005536066,0.00001396366,0.0001942303,0.000134891,1.993703e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005810681,"about_ca_system_score_gemma":0.0007618099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001825422,"about_ca_topic_score_gemma":0.004316004,"domain_scores_codex":[0.9985138,0.00005611621,0.0003323727,0.0002204881,0.0007009575,0.0001763155],"domain_scores_gemma":[0.9987316,0.00003707331,0.0001959823,0.00008130647,0.0008584082,0.00009561332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008154488,0.0003494433,0.8193988,0.00007003344,0.0008994575,0.0001378266,0.001884978,0.005883627,0.0001192346,0.00002166897,0.00774269,0.1553378],"study_design_scores_gemma":[0.04964392,0.001971039,0.7613517,0.0009222183,0.0002884402,0.0001554564,0.008577052,0.0003067148,0.001084115,0.0000788251,0.1747809,0.0008396204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.970859,0.02023916,0.0001871272,0.002566457,0.001637466,0.0002354899,0.004152305,0.000004681933,0.000118304],"genre_scores_gemma":[0.9919783,0.003768901,0.0001220928,0.003211035,0.0005498006,0.00006638826,0.0002782416,0.00001723516,0.00000797163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1670382,"threshold_uncertainty_score":0.5686526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00511604638150094,"score_gpt":0.2650832069386311,"score_spread":0.2599671605571302,"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."}}