{"id":"W4412491371","doi":"10.1002/rcr2.70283","title":"Asbestosis Requiring Lung Transplantation in a Retired Hairdresser: An Occupational Exposure to Comb Through","year":2025,"lang":"en","type":"article","venue":"Respirology Case Reports","topic":"Occupational and environmental lung diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; University of Manitoba","funders":"","keywords":"Asbestosis; Lung transplantation; Medicine; Interstitial lung disease; Asbestos; Occupational lung disease; Disease; Occupational disease; Intensive care medicine; Lung; Occupational exposure; Pathology; Environmental health; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002109098,0.0001487383,0.0002615339,0.0001952935,0.00009794503,0.000009945278,0.000027819,0.0001390471,0.0001000887],"category_scores_gemma":[0.00009351424,0.0001462047,0.00007001801,0.0002482338,0.0000655168,0.0001651168,0.00002508579,0.0001271908,0.000006233073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001401213,"about_ca_system_score_gemma":0.0001339384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003434154,"about_ca_topic_score_gemma":0.000316813,"domain_scores_codex":[0.9985381,0.00008198235,0.000509579,0.0004394159,0.000210462,0.0002204153],"domain_scores_gemma":[0.9993528,0.0000737268,0.00009331272,0.0003215096,0.00003471632,0.000123977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001627282,0.0003545467,0.9266543,0.0001468641,0.00003839495,0.06542701,0.0002587895,0.00072851,0.002969948,0.0002220004,0.0003992584,0.001173037],"study_design_scores_gemma":[0.0008740927,0.0003134947,0.9815238,0.0001586346,0.0001618671,0.01411062,0.00006280132,0.0001473001,0.0009601546,0.0003015772,0.001248738,0.000136996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960392,0.0003567658,0.0006309679,0.0009611145,0.0001709116,0.0004906335,0.00001753897,0.00005853416,0.001274307],"genre_scores_gemma":[0.9964805,0.00003716115,0.0008362142,0.002014181,0.00005977464,0.0001173071,0.0002622211,0.0000135565,0.0001790415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05486936,"threshold_uncertainty_score":0.5962055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0193619614039092,"score_gpt":0.3389801601474371,"score_spread":0.3196181987435279,"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."}}