{"id":"W2077394032","doi":"10.1164/rccm.2212008","title":"Sputum Induction: Simpler, Cheaper, and Safer—But Is It Better?","year":2003,"lang":"en","type":"letter","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Pleural and Pulmonary Diseases","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Sputum; Intensive care medicine; Tuberculosis; 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":[0.00369652,0.0007584969,0.00161303,0.0006727522,0.002993775,0.003133522,0.001318485,0.04091091,0.00985709],"category_scores_gemma":[0.02224661,0.0003835674,0.001237953,0.0007222181,0.002829474,0.006022029,0.001007479,0.03287521,0.004994124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00312497,"about_ca_system_score_gemma":0.002665368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004541727,"about_ca_topic_score_gemma":0.009617306,"domain_scores_codex":[0.9964548,0.001245399,0.0005717627,0.0003378582,0.0009731876,0.0004169349],"domain_scores_gemma":[0.9925372,0.003192275,0.0007342694,0.000204001,0.001458344,0.001873886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003769375,0.0001780746,0.004823034,0.0002271587,0.00006485818,0.007461911,0.0002322661,0.0001480264,0.0006202686,0.005599306,0.9356154,0.04465286],"study_design_scores_gemma":[0.0006766456,0.0004972167,0.007611908,0.001252077,0.0001270347,0.03001844,0.00163551,0.000805036,0.0005584757,0.02959169,0.9270599,0.0001661015],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007448514,0.002350048,0.00008668031,0.9903085,0.004700495,0.000004364489,0.00001525131,0.0000106751,0.001779163],"genre_scores_gemma":[0.007415002,0.003255884,0.0004288868,0.9421663,0.04314767,0.0000200962,0.00002405739,0.00001668834,0.003525384],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04091091,"threshold_uncertainty_score":0.03297526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03716617541433836,"score_gpt":0.3216810564752131,"score_spread":0.2845148810608747,"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."}}