{"id":"W4387362542","doi":"10.1371/journal.pone.0292106","title":"Identifying patients with multidrug-resistant tuberculosis who may benefit from shorter durations of treatment","year":2023,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Université de Montréal; McGill University","funders":"Centers for Disease Control and Prevention; World Health Organization","keywords":"Medicine; Observational study; Extensively drug-resistant tuberculosis; Tuberculosis; Confidence interval; Internal medicine; Bedaquiline; Multi-drug-resistant tuberculosis; Multiple drug resistance; Drug resistance; Mycobacterium tuberculosis; Biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007505198,0.0009991323,0.005749303,0.002595532,0.0001765132,0.001295181,0.001233296,0.001492376,0.001816188],"category_scores_gemma":[0.02473293,0.0005062568,0.007601235,0.003118558,0.0003139419,0.001306217,0.0006294762,0.00125246,0.0001682624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007788286,"about_ca_system_score_gemma":0.002020903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002904802,"about_ca_topic_score_gemma":0.004854484,"domain_scores_codex":[0.9954368,0.002746941,0.0008843095,0.0004202838,0.0004057671,0.000105918],"domain_scores_gemma":[0.9822853,0.01403277,0.00270348,0.0002519707,0.0005872205,0.0001393596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.002716041,0.000129002,0.02684843,0.4456961,0.1061782,0.0001721849,0.0001800716,0.001638128,0.0006912558,0.001040508,0.003918542,0.4107915],"study_design_scores_gemma":[0.002846898,0.001828398,0.1408199,0.3254536,0.4455825,0.001729059,0.0005143094,0.001869552,0.001538762,0.004412931,0.07321077,0.000193421],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001544165,0.9976463,0.0002635148,0.0002303427,0.0000667589,0.00002071537,0.0001281453,0.000003839874,0.00009631782],"genre_scores_gemma":[0.03823734,0.9590294,0.0013752,0.0005229168,0.0001943877,0.0001461892,0.0003593181,0.000006972931,0.0001282841],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007505198,"threshold_uncertainty_score":0.03969175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732516235717384,"score_gpt":0.3660893701705167,"score_spread":0.1928377465987783,"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."}}