{"id":"W2109946453","doi":"10.1093/occmed/kqr132","title":"Factors influencing respirator use at work in respiratory patients","year":2011,"lang":"en","type":"article","venue":"Occupational Medicine","topic":"Infection Control and Ventilation","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital; Toronto Western Hospital","funders":"","keywords":"Respirator; Medicine; Respiratory system; Ventilation (architecture); Intensive care medicine; Environmental health; Internal medicine; Engineering","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":[0.0006630446,0.000200401,0.0002613627,0.0004577861,0.0004358482,0.0004750766,0.0002383078,0.0005317952,0.002561161],"category_scores_gemma":[0.005434508,0.0001610942,0.0003166705,0.0006461769,0.0002660384,0.0002743511,0.0003037294,0.0005389706,0.0002929857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001882982,"about_ca_system_score_gemma":0.0003625132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001554209,"about_ca_topic_score_gemma":0.001626659,"domain_scores_codex":[0.9991665,0.0002618296,0.0001282269,0.00008580246,0.0002057766,0.0001517501],"domain_scores_gemma":[0.9957798,0.001345762,0.002037812,0.0001265701,0.0001907878,0.0005192702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002763685,0.00003239603,0.9989108,0.000007056041,0.000008112086,0.00007036382,0.00009601447,0.00001545439,0.0001110357,0.000003130269,0.00003550804,0.0006825013],"study_design_scores_gemma":[0.00000329699,0.0001780808,0.9988191,0.000008185132,0.000008711299,0.0004818475,0.0002745423,0.00007340125,0.0000498105,0.000007679151,0.00009275878,0.000002601779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999384,0.0001415872,0.00004297665,0.00007018667,0.000003158899,0.000005376102,0.00005923322,0.000003538804,0.0002898279],"genre_scores_gemma":[0.999821,0.00003318405,0.000034849,0.00002032802,0.00000442004,0.000003633088,0.00004045293,9.543186e-7,0.00004124733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002561161,"threshold_uncertainty_score":0.008567929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1335302465234038,"score_gpt":0.315972178348067,"score_spread":0.1824419318246631,"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."}}