{"id":"W4404024087","doi":"10.2139/ssrn.4999797","title":"Smoked Out: Impact of Wildfire Smoke on Labour and Buildings","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Smoke; Environmental science; Agricultural economics; Business; Architectural engineering; Engineering; Economics; Waste management","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001203722,0.0003660693,0.0004651921,0.0003615629,0.00006601681,0.000136394,0.0003977927,0.0003202381,0.00001698231],"category_scores_gemma":[0.00003924199,0.0003075281,0.0003632735,0.0001442645,0.00004518063,0.0000407244,0.0002981298,0.008139717,0.0000115995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00177822,"about_ca_system_score_gemma":0.001542607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004074196,"about_ca_topic_score_gemma":0.0002642951,"domain_scores_codex":[0.9970227,0.00004023035,0.0004021895,0.0002886696,0.0003980508,0.001848184],"domain_scores_gemma":[0.9993688,0.00004464987,0.00008625677,0.0002973647,0.00005869574,0.0001442586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008347353,0.0003399513,0.01613557,0.003572637,0.01634277,0.0002550347,0.003185989,0.1581706,0.00843591,0.4133702,0.002298974,0.3770576],"study_design_scores_gemma":[0.001116513,0.00134656,0.01656253,0.001286643,0.0001932611,0.0005392255,0.0003384179,0.09943204,0.0001993986,0.8773949,0.0005259779,0.001064569],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858372,0.01198268,0.0003318881,0.0003274624,0.0004426293,0.0001629311,0.00007210796,0.00008466738,0.000758401],"genre_scores_gemma":[0.9708606,0.02810139,0.00003416614,0.000006548327,0.0002630385,0.000006037341,0.00001214451,0.0001054297,0.0006106491],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4640247,"threshold_uncertainty_score":0.9999377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009685319156077829,"score_gpt":0.2790542276522475,"score_spread":0.2693689084961697,"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."}}