{"id":"W2052196547","doi":"10.1016/j.ebiom.2015.01.018","title":"Innovations in Tuberculosis Diagnostics: Progress and Translational Challenges","year":2015,"lang":"en","type":"review","venue":"EBioMedicine","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tuberculosis; Bedaquiline; Medicine; Drug resistant tuberculosis; Tuberculosis diagnosis; Battle; Disease; Family medicine; Mycobacterium tuberculosis; Geography; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.05626158,0.001725052,0.002875731,0.004315692,0.00259657,0.01049955,0.003904458,0.01087687,0.01760253],"category_scores_gemma":[0.0618131,0.0008106808,0.002141917,0.004170712,0.0118448,0.02239956,0.008186357,0.0174935,0.007353289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005042578,"about_ca_system_score_gemma":0.02181589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002571259,"about_ca_topic_score_gemma":0.002914723,"domain_scores_codex":[0.9844648,0.00715678,0.001270067,0.001727588,0.003640641,0.001740091],"domain_scores_gemma":[0.8846661,0.07722463,0.002748597,0.006613941,0.01993565,0.008811102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003346117,0.000423474,0.001649702,0.0111613,0.0001545218,0.0004337073,0.002017506,0.0005397868,0.00128281,0.1271636,0.1897032,0.6651359],"study_design_scores_gemma":[0.0001227974,0.0004411688,0.001592377,0.01438307,0.0001251689,0.0007659933,0.003699006,0.0007518113,0.0008722036,0.231038,0.7460806,0.0001277647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001312622,0.6644093,0.005988046,0.307324,0.01177867,0.00008494949,0.00035402,0.0002743124,0.008474105],"genre_scores_gemma":[0.02747951,0.8378871,0.0216124,0.07717539,0.03120776,0.0003627137,0.0008324888,0.0001898682,0.003252816],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05626158,"threshold_uncertainty_score":0.2975432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1507587121314827,"score_gpt":0.4417803076656024,"score_spread":0.2910215955341198,"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."}}