{"id":"W4416020432","doi":"10.1016/j.ehb.2025.101548","title":"Pollution avoidance: Within and across category substitution","year":2025,"lang":"en","type":"article","venue":"Economics & Human Biology","topic":"Indoor Air Quality and Microbial Exposure","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Attendance; Pollution; Air pollution; Balance (ability); Substitution (logic); Aggregate (composite)","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":[0.002241626,0.0003740622,0.000827426,0.0008551218,0.0005326165,0.001879755,0.001045434,0.0007705372,0.01837193],"category_scores_gemma":[0.007907202,0.000249015,0.0009302881,0.001580886,0.0008402638,0.001075555,0.001787544,0.0008362202,0.001861405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009528266,"about_ca_system_score_gemma":0.0007387879,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01338794,"about_ca_topic_score_gemma":0.01852364,"domain_scores_codex":[0.9978344,0.0007313282,0.00009133338,0.0004466301,0.0005628238,0.0003333987],"domain_scores_gemma":[0.994109,0.002777396,0.0009841669,0.0009182179,0.0008280406,0.0003831602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002351678,0.0004970896,0.8675601,0.0003497104,0.001658338,0.0005091765,0.002685231,0.009725394,0.006053363,0.01126555,0.004599628,0.09274464],"study_design_scores_gemma":[0.00004004496,0.0003129969,0.9704149,0.00007189947,0.0002623678,0.0001675684,0.004165347,0.00867444,0.000812175,0.00871342,0.006310787,0.00005401429],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9855097,0.0002519653,0.002862608,0.0003297109,0.00004634239,0.00004941682,0.0006161896,0.00003737634,0.0102968],"genre_scores_gemma":[0.9940739,0.00007132484,0.0007286378,0.0000873043,0.00001429059,0.00002932463,0.0006617855,0.0000221272,0.004311231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01837193,"threshold_uncertainty_score":0.06146026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118840263716411,"score_gpt":0.2647107454385565,"score_spread":0.2528267190669155,"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."}}