{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002723154,0.0004637139,0.001447229,0.0003196549,0.0001515503,0.0000257529,0.0001338142,0.0003040576,0.0006975188],"category_scores_gemma":[0.0006096421,0.000321579,0.0002034937,0.0002583908,0.002415471,0.0001399138,0.00004312017,0.0022291,0.000004767704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007178749,"about_ca_system_score_gemma":0.0002846797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002744034,"about_ca_topic_score_gemma":0.000001072306,"domain_scores_codex":[0.9971455,0.0002845165,0.0008429122,0.0004246789,0.0008427221,0.0004597124],"domain_scores_gemma":[0.9976193,0.0004017853,0.00030907,0.0002856092,0.0006437243,0.000740496],"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":[0.0003380032,0.00004284352,0.005070221,0.0009817659,0.0001219686,0.007350071,0.0004008884,1.85561e-8,0.0002448745,0.00001464894,0.8798003,0.1056344],"study_design_scores_gemma":[0.001212246,0.008478585,0.003760828,0.00102313,0.00124672,0.005242953,0.005223432,4.729933e-7,0.0000545909,0.0001338199,0.9732924,0.0003309027],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1777378,0.03516563,0.00001686819,0.7853599,0.0005952273,0.0001495669,0.00007364647,0.00001442188,0.0008869833],"genre_scores_gemma":[0.1078591,0.0009467988,0.0001097344,0.8822156,0.00856642,0.000004897881,0.00002679864,0.00004643419,0.0002241966],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1053035,"threshold_uncertainty_score":0.9999236,"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."}}