{"id":"W4392457471","doi":"10.5864/d2024-004","title":"Pilot study: Occupational and public health consequences of elevated temperatures in restaurant kitchens","year":2024,"lang":"en","type":"article","venue":"Environmental Health Review","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Public health; Environmental health; Psychology; Advertising; Business; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00182467,0.0001997023,0.0004976924,0.00008232611,0.0001422867,0.00002435046,0.0001269152,0.00001997981,0.00131916],"category_scores_gemma":[0.00004693657,0.0001641166,0.00003042548,0.0003566232,0.0002761113,0.0002097399,0.0001194704,0.0002516841,0.0001120043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006816491,"about_ca_system_score_gemma":0.000160933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002453857,"about_ca_topic_score_gemma":0.001195229,"domain_scores_codex":[0.9973252,0.0004080902,0.0008306128,0.0004487199,0.0004375557,0.0005498258],"domain_scores_gemma":[0.9990572,0.0001181315,0.0001877866,0.0002257301,0.000001534516,0.000409633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008652116,0.002652559,0.8486941,0.01548273,0.00002899846,0.00008616982,0.005552229,0.000004365923,0.002502811,0.0001915737,0.01899581,0.1057222],"study_design_scores_gemma":[0.0006043747,0.003898291,0.9609628,0.005815084,0.00001150823,0.00008197214,0.001060049,0.00004259894,0.00002100742,0.0001300289,0.02707077,0.0003015419],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7558736,0.2221772,0.000002278274,0.01978344,0.0001123347,0.001833999,0.0001271743,0.00003089811,0.00005911996],"genre_scores_gemma":[0.7850022,0.2089463,0.00009245065,0.005770949,0.00001777691,0.00006368353,0.00006095759,0.00001464126,0.00003099707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1122687,"threshold_uncertainty_score":0.9995938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1512908554580857,"score_gpt":0.3922113514358618,"score_spread":0.2409204959777761,"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."}}