{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00521062,0.0001376367,0.0003381115,0.00006009143,0.001779133,0.00002485303,0.0003060458,0.0001194429,0.0001520361],"category_scores_gemma":[0.001155145,0.00009081921,0.00008021083,0.0001770219,0.00007081397,0.0001315561,0.0000716115,0.00111228,0.0001854997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305179,"about_ca_system_score_gemma":0.000483953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009371985,"about_ca_topic_score_gemma":0.00005396286,"domain_scores_codex":[0.9970877,0.000978564,0.0006442972,0.0001851134,0.0003128093,0.0007915033],"domain_scores_gemma":[0.9975416,0.0009836225,0.0004369428,0.000332527,0.0002784165,0.0004268726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00521213,0.0006017124,0.5979527,0.003497037,0.0003514866,0.0001098864,0.03182514,0.005284693,0.006641631,0.01328125,0.1609672,0.1742751],"study_design_scores_gemma":[0.0037824,0.0006227531,0.1929611,0.0008887778,0.00004886368,0.0002253198,0.002025939,0.0009418509,0.001028264,0.00471597,0.7924122,0.0003465879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9345834,0.0003819862,0.01163817,0.04234367,0.002174697,0.001138574,0.000005416956,0.00003884278,0.007695278],"genre_scores_gemma":[0.992579,0.00004321693,0.0008693209,0.0005408879,0.003207057,0.00004299484,8.107276e-7,0.00002432991,0.002692386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6314449,"threshold_uncertainty_score":0.9995204,"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."}}