{"id":"W2918549767","doi":"10.1097/der.0000000000000450","title":"Occupation-Related Symptoms in Hairdressers","year":2019,"lang":"en","type":"article","venue":"Dermatitis","topic":"Occupational exposure and asthma","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Irritation; Dermatology; Respiratory system; Skin irritation; Dry skin; Population; Burning Sensation; Surgery; Environmental health; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004229991,0.0001935333,0.0002296021,0.000653207,0.0002965262,0.0003184622,0.0001657204,0.0003405824,0.001717623],"category_scores_gemma":[0.001179465,0.0001000125,0.0003601069,0.000412905,0.0002376525,0.0002600004,0.0002717146,0.0002806842,0.0002596522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002388524,"about_ca_system_score_gemma":0.0001629271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002267469,"about_ca_topic_score_gemma":0.002359536,"domain_scores_codex":[0.9997609,0.00005414951,0.00002565278,0.00004007054,0.00005698606,0.00006227995],"domain_scores_gemma":[0.9990826,0.0001268869,0.0004801677,0.00003676632,0.0001023378,0.0001712141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009516519,0.00008580978,0.996034,0.00003155501,0.00001633772,0.0002577154,0.000230388,0.00002023824,0.001032873,0.000002757383,0.00004329027,0.002149903],"study_design_scores_gemma":[0.000001460555,0.0001068852,0.999376,0.000003734321,0.000004409318,0.0002434511,0.0001278588,0.00001025123,0.00006409053,0.000002285823,0.00005829174,0.00000134073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993145,0.0002846089,0.0000236196,0.00001701775,0.000003802043,0.00000709009,0.0000774436,0.000002301635,0.0002695307],"genre_scores_gemma":[0.9996328,0.00009064087,0.00002361045,0.00001243579,0.000005070225,0.000003408129,0.00007988698,5.390634e-7,0.0001514564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002267469,"threshold_uncertainty_score":0.005746007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005608473424196211,"score_gpt":0.247092706728759,"score_spread":0.2414842333045628,"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."}}