{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003267521,0.0000866183,0.0001201803,0.00001906151,0.0003352799,0.0000205166,0.0001070046,0.0001366046,0.0001588819],"category_scores_gemma":[0.00001324115,0.00009005945,0.00002564416,0.00003747623,0.0005127451,0.00009412727,0.0001250894,0.0001093313,0.0001307702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563108,"about_ca_system_score_gemma":0.00001328773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008509579,"about_ca_topic_score_gemma":0.003096679,"domain_scores_codex":[0.9992941,0.00004993428,0.000198391,0.0002589444,0.000008518907,0.0001901098],"domain_scores_gemma":[0.9997524,0.00001470184,0.0000687682,0.0001338873,0.000002857511,0.00002736839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007338847,0.0000819769,0.1014472,0.00002396553,0.00004133805,0.000001483727,0.003228918,0.0009857619,0.1882774,0.6960337,0.002452063,0.0073529],"study_design_scores_gemma":[0.002848215,0.0003463038,0.4748713,0.00003026367,0.00003135122,0.00003550487,0.0008432097,0.0005498254,0.05445554,0.1898835,0.275114,0.0009910251],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941319,0.00005495195,0.0003294332,0.0003663012,0.0003365961,0.000100103,0.00002343761,0.00002397126,0.004633257],"genre_scores_gemma":[0.9978095,0.00002465094,0.0000628839,0.0009736659,0.00003628158,0.000005762887,0.00003382029,0.000003425674,0.001049975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5061502,"threshold_uncertainty_score":0.3672518,"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."}}