{"id":"W2330847472","doi":"10.13172/2053-2636-1-1-572","title":"Adverse effects of pollution on mental health: the stress hypothesis","year":2013,"lang":"en","type":"article","venue":"OA Evidence-Based Medicine","topic":"Heavy Metal Exposure and Toxicity","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Pollution; Environmental health; Stress (linguistics); Medicine; Psychiatry; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"theoretical_or_conceptual","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001475377,0.0006288172,0.0003556408,0.0008649807,0.0005826851,0.00142322,0.0007247339,0.001420993,0.006472548],"category_scores_gemma":[0.003504736,0.0002166275,0.0005932859,0.0006008756,0.00271562,0.001015834,0.001439506,0.0007891313,0.0002688417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008254762,"about_ca_system_score_gemma":0.000982349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002900641,"about_ca_topic_score_gemma":0.00209203,"domain_scores_codex":[0.9993038,0.0002477795,0.00003332628,0.0001315064,0.0001225785,0.0001609987],"domain_scores_gemma":[0.9970372,0.001426628,0.0007517648,0.0001120496,0.0001694387,0.0005029112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001662917,0.001551925,0.8156494,0.001434735,0.001134861,0.002534431,0.003171031,0.002321833,0.003645646,0.05188178,0.004921617,0.1100898],"study_design_scores_gemma":[0.0001648988,0.001272919,0.9199584,0.0004416368,0.0002730619,0.001496606,0.003401238,0.001829682,0.0005448101,0.06518564,0.005381376,0.00004984051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8805071,0.01936783,0.00757747,0.03984644,0.000736022,0.0003129003,0.001572502,0.00007059678,0.05000916],"genre_scores_gemma":[0.9925424,0.004273663,0.0006160834,0.001198485,0.0003506093,0.00007604324,0.0001477034,0.000002894936,0.0007922037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006472548,"threshold_uncertainty_score":0.02165288,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02881289976107566,"score_gpt":0.25946396445541,"score_spread":0.2306510646943344,"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."}}