{"id":"W2058683043","doi":"10.1378/chest.13-1619","title":"The Preventable Burden of Productivity Loss Due to Suboptimal Asthma Control","year":2014,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Centre for Advancing Health Outcomes","funders":"","keywords":"Presenteeism; Absenteeism; Medicine; Asthma; Productivity; Confounding; Environmental health; Physical therapy; Demography; Internal medicine","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":[0.0007912827,0.0004994884,0.0007031233,0.001369558,0.0007344742,0.001192678,0.0005916796,0.001413753,0.004001325],"category_scores_gemma":[0.007947485,0.0003200144,0.001328201,0.001326929,0.0004159776,0.0008044783,0.001069406,0.001719458,0.0005377567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0010993,"about_ca_system_score_gemma":0.001421933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02042506,"about_ca_topic_score_gemma":0.02210643,"domain_scores_codex":[0.9987622,0.0003907229,0.00009660008,0.0001165257,0.0002586151,0.0003753068],"domain_scores_gemma":[0.9963003,0.0007583432,0.001322013,0.0002547769,0.0006796494,0.0006849893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004379413,0.00025713,0.9324381,0.0003217609,0.0006472699,0.0007107472,0.0001707556,0.0007759534,0.0003791577,0.0007541484,0.004922465,0.05818451],"study_design_scores_gemma":[0.0000139306,0.0001448937,0.996965,0.0000930537,0.000139448,0.0004635488,0.0002406844,0.000343469,0.0000311048,0.0003845124,0.001171099,0.000009284243],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8846351,0.06317241,0.00112559,0.01792975,0.001404548,0.00006282556,0.009216459,0.00007864505,0.02237461],"genre_scores_gemma":[0.9905192,0.007044631,0.0001396661,0.0002845474,0.0005334104,0.000009395281,0.0008863658,0.000003220358,0.0005796535],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02042506,"threshold_uncertainty_score":0.04061234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638407462240815,"score_gpt":0.3415010479919507,"score_spread":0.3251169733695425,"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."}}