{"id":"W4413351249","doi":"10.3390/bios15080547","title":"Protecting Firefighters from Carcinogenic Exposure: Emerging Tools for PAH Detection and Decontamination","year":2025,"lang":"en","type":"review","venue":"Biosensors","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Human decontamination; Hazardous waste; Firefighting; Environmental science; Risk analysis (engineering); Computer science; Occupational exposure; Biochemical engineering; Business; Waste management; Environmental health; Engineering; Chemistry; 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":[0.001008883,0.0009085828,0.001258698,0.003088457,0.0002970004,0.001198156,0.0008021818,0.001564101,0.002949256],"category_scores_gemma":[0.001163331,0.0003415852,0.0009556131,0.002005208,0.0005248947,0.001401103,0.0007057643,0.00145151,0.001387196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005677787,"about_ca_system_score_gemma":0.001271857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001432186,"about_ca_topic_score_gemma":0.002439812,"domain_scores_codex":[0.9995421,0.00009870795,0.0000513621,0.00008026124,0.0001873398,0.00004027557],"domain_scores_gemma":[0.9992496,0.0004311218,0.00009288242,0.00002202411,0.0001761982,0.00002813974],"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":[0.00004579717,0.0001206843,0.0003180015,0.04065321,0.0001157476,0.0001519167,0.0001169301,0.0003057531,0.004356693,0.004237466,0.008678989,0.9408987],"study_design_scores_gemma":[0.00001518384,0.0002875205,0.001809974,0.01174232,0.0002911175,0.001026411,0.000226806,0.0002184082,0.002881557,0.002543336,0.9789159,0.00004143125],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002156343,0.9982129,0.0002922099,0.0002833813,0.0001120292,0.000005808976,0.00001733704,0.000007807996,0.0008528014],"genre_scores_gemma":[0.001443402,0.9974912,0.0004018333,0.0001701459,0.00006537333,0.000009428086,0.00002314608,0.000001562778,0.0003938642],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003088457,"threshold_uncertainty_score":0.009866297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1431384472328146,"score_gpt":0.4737969230501309,"score_spread":0.3306584758173163,"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."}}