{"id":"W6921633481","doi":"10.6084/m9.figshare.c.6317174","title":"Bedaquiline safety, efficacy, utilization and emergence of resistance following treatment of multidrug-resistant tuberculosis patients in South Africa: a retrospective cohort analysis","year":2022,"lang":"en","type":"other","venue":"Figshare","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Bedaquiline; Retrospective cohort study; Tuberculosis; Regimen; Cohort; Proportional hazards model; Incidence (geometry); Cohort study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"dataset","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000357199,0.0002092402,0.000588752,0.0004284239,0.00009041712,0.00003374607,0.0001363482,0.00006837026,0.268613],"category_scores_gemma":[0.00006428953,0.0001816763,0.000201408,0.0003406971,0.00001763205,0.0001705742,0.00008828871,0.00005132698,0.00001000359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006784372,"about_ca_system_score_gemma":0.00002756475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004034274,"about_ca_topic_score_gemma":0.004393673,"domain_scores_codex":[0.9987116,0.00004392265,0.000522649,0.0002502897,0.00033565,0.0001358689],"domain_scores_gemma":[0.9989859,0.00004340361,0.0005912253,0.0002553789,0.00009139524,0.00003268784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005298557,0.001080977,0.1424382,0.002850427,0.006940594,0.000006848947,0.2790731,0.00007705396,0.000001448501,0.001491883,0.5641607,0.00134892],"study_design_scores_gemma":[0.00104788,0.0001787517,0.09469236,0.000789847,0.0005014292,1.054469e-8,0.00576655,0.0002843825,0.00001674045,0.000009522858,0.8963812,0.0003313401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.005199586,0.002957435,2.526257e-7,0.00001364558,0.00009147636,0.0009425685,0.6827357,0.00005700766,0.3080023],"genre_scores_gemma":[0.52892,0.0003826198,0.00005868615,0.00002671612,0.0001320783,0.0003010902,0.3739736,0.0001833753,0.09602182],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.5237204,"threshold_uncertainty_score":0.7408544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429072254238751,"score_gpt":0.2364993099455308,"score_spread":0.2022085874031433,"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."}}