{"id":"W3097112558","doi":"10.1016/j.ccm.2020.08.001","title":"Work-Related Upper-Airway Disorders","year":2020,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto Western Hospital; St. Michael's Hospital","funders":"","keywords":"Medicine; Work-up; Otorhinolaryngology; Asthma; Nose; Intensive care medicine; Allergy; Work (physics); Dermatology; Laryngitis; Airway; Physical therapy; Surgery; Internal medicine; Immunology","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":[0.0009335325,0.001192929,0.002616896,0.005363428,0.0003465867,0.001326593,0.0008967915,0.001202044,0.009721661],"category_scores_gemma":[0.002616749,0.0004235705,0.001558781,0.005292784,0.0004295757,0.001187559,0.001180631,0.001347145,0.001432825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008411931,"about_ca_system_score_gemma":0.002481872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003925589,"about_ca_topic_score_gemma":0.0125484,"domain_scores_codex":[0.9994408,0.0001029162,0.000164776,0.00009652716,0.0001502116,0.00004464339],"domain_scores_gemma":[0.9987183,0.0007177191,0.0002981186,0.00002344185,0.0001804455,0.000062024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001132506,0.0000823771,0.0006754017,0.1570514,0.0008198395,0.0001158025,0.00007287468,0.0001580751,0.0003612314,0.0007072913,0.02850143,0.811341],"study_design_scores_gemma":[0.0002078042,0.0002768016,0.01077752,0.2020258,0.005994773,0.001426267,0.0003119743,0.0001583676,0.0002561933,0.001504523,0.7769868,0.00007313356],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004060437,0.9993692,0.00001733975,0.00009076521,0.0001356554,0.000005087615,0.0000352248,0.000002547924,0.0003035964],"genre_scores_gemma":[0.0003913276,0.9990397,0.00005833073,0.0001881135,0.0001186781,0.000006228522,0.00003942915,5.517493e-7,0.0001577097],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009721661,"threshold_uncertainty_score":0.0325222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1135620819257151,"score_gpt":0.4429088419323808,"score_spread":0.3293467600066657,"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."}}