{"id":"W4409370636","doi":"10.1007/978-3-319-40221-5_221-2","title":"Workplace Survey: Guiding Principles from Occupational Dermatology","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Contact Dermatitis and Allergies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Dermatology; Medicine; Family 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002414648,0.0008220784,0.0005039182,0.001774277,0.0009815422,0.002344254,0.001376813,0.002184613,0.009914677],"category_scores_gemma":[0.003879494,0.0004207697,0.000367975,0.001527951,0.001652145,0.002256351,0.00121811,0.002440197,0.01232864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00123249,"about_ca_system_score_gemma":0.00319792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005049502,"about_ca_topic_score_gemma":0.01728353,"domain_scores_codex":[0.9985607,0.0005635847,0.00009530094,0.00009456633,0.0006232552,0.0000625489],"domain_scores_gemma":[0.9978979,0.001293862,0.0000633856,0.00009032078,0.0005562382,0.00009829196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008929926,0.0001214677,0.000702886,0.000341805,0.000004273196,0.0001098381,0.0007437147,0.0004942531,0.0003226556,0.04908901,0.5999746,0.3480866],"study_design_scores_gemma":[0.000002332773,0.00002270304,0.001529191,0.00050438,0.000003579854,0.0003947023,0.0006338425,0.0004157423,0.0002043242,0.05372285,0.9425543,0.00001201995],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001556006,0.06063636,0.2888856,0.05832993,0.009909757,0.0009495279,0.001993867,0.001866322,0.5758726],"genre_scores_gemma":[0.01972202,0.06028337,0.2255188,0.03086411,0.004296498,0.001515764,0.001700282,0.0006932494,0.655406],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009914677,"threshold_uncertainty_score":0.03316784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07232305939769458,"score_gpt":0.2922884634318321,"score_spread":0.2199654040341376,"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."}}