{"id":"W2021795914","doi":"10.1007/s00420-009-0412-y","title":"Longitudinal analysis of respiratory symptoms in population studies with a focus on dyspnea in marine transportation workers","year":2009,"lang":"en","type":"article","venue":"International Archives of Occupational and Environmental Health","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Canadian Institutes of Health Research; Michael Smith Health Research BC","keywords":"Medicine; Population; Generalized linear mixed model; Cohort; Linear model; Pulmonary function testing; Epidemiology; Physical therapy; Cohort study; Internal medicine; Statistics; Environmental health; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001027518,0.0001072817,0.0003133728,0.0006906442,0.00002028667,0.000002036099,0.00004036645,0.00002242168,0.00002368342],"category_scores_gemma":[0.000009505927,0.00009008493,0.00006012564,0.0002192695,0.00008202594,0.00007801157,0.000007206926,0.0000857209,3.096181e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000096598,"about_ca_system_score_gemma":0.00003653598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003832722,"about_ca_topic_score_gemma":0.0009792253,"domain_scores_codex":[0.9988118,0.00003135896,0.0004868956,0.000206787,0.0003643731,0.00009876849],"domain_scores_gemma":[0.99955,0.0001159444,0.0002049523,0.0000696536,0.00001045988,0.0000490157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00304352,0.0004585419,0.9569457,0.00002359982,0.0002105259,0.000006528739,0.0004804069,0.003366801,0.000161745,0.001004888,0.000001595857,0.03429611],"study_design_scores_gemma":[0.001298636,0.001013045,0.9954475,0.0001823398,0.00004414705,0.00000191654,0.0001565125,0.0009669201,0.00009824724,0.0007158857,0.000008032297,0.00006682627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986891,0.0001135889,0.00009471107,0.0005959211,0.00001608309,0.0001743528,0.0001126325,0.000003587515,0.0002000275],"genre_scores_gemma":[0.9981074,0.00008193356,0.0007724633,0.0001813054,0.00001971001,0.000008314253,0.0008048309,0.000004355799,0.00001970414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03850176,"threshold_uncertainty_score":0.3673557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02201366151312018,"score_gpt":0.3216182935812805,"score_spread":0.2996046320681603,"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."}}