{"id":"W3168792227","doi":"10.1093/jncics/pkab054","title":"<i>MAF</i> Amplification and Adjuvant Clodronate Outcomes in Early-Stage Breast Cancer in NSABP B-34 and Potential Impact on Clinical Practice","year":2021,"lang":"en","type":"article","venue":"JNCI Cancer Spectrum","topic":"Cancer, Lipids, and Metabolism","field":"Biochemistry, Genetics and Molecular Biology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; University of Calgary","funders":"National Cancer Institute","keywords":"Medicine; Hazard ratio; Internal medicine; Oncology; Confidence interval; Breast cancer; Adjuvant; Cancer; Placebo; Pathology","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":[0.0003094331,0.0002245186,0.000376958,0.00006462114,0.0000459847,0.00005835008,0.00009576044,0.0001854539,0.00006611671],"category_scores_gemma":[0.00007480925,0.0002003449,0.00009817704,0.0001442195,0.00009011444,0.00002304648,0.00009615147,0.0002864593,0.000002367782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001122137,"about_ca_system_score_gemma":0.0003850688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005796878,"about_ca_topic_score_gemma":0.009109626,"domain_scores_codex":[0.9983009,0.0001306928,0.0004014028,0.0006283204,0.0001780347,0.0003606464],"domain_scores_gemma":[0.9992787,0.00003580781,0.0001603582,0.000321507,0.00006163009,0.000142039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001849855,0.0004078428,0.9290403,0.00004320435,0.0001976183,0.00001564324,0.0002272855,0.0003788471,0.03099622,0.0003263142,0.002493483,0.03402342],"study_design_scores_gemma":[0.002007769,0.0001338338,0.9445572,0.00003467132,0.00004280391,0.00003198914,0.0001105223,0.00005172813,0.002048414,0.00004929588,0.05067892,0.0002528151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858754,0.006541295,0.0000425197,0.003782175,0.00295248,0.0002164602,0.0003232099,0.000009062182,0.0002574385],"genre_scores_gemma":[0.9689276,0.02605366,0.00006979409,0.00110735,0.003154133,0.00005682998,0.00002719844,0.00002874663,0.0005747528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04818544,"threshold_uncertainty_score":0.8763185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01253678961897804,"score_gpt":0.3447460945141911,"score_spread":0.3322093048952131,"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."}}