{"id":"W2025392495","doi":"10.1016/j.addbeh.2004.09.006","title":"Understanding the associations among education, employment characteristics, and smoking","year":2004,"lang":"en","type":"article","venue":"Addictive Behaviors","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"National Cancer Institute","keywords":"Demographics; Intervention (counseling); Medicine; Demography; Association (psychology); Gerontology; Degree (music); Psychology; Psychiatry","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":[0.0001704822,0.0001147862,0.0001342355,0.00008913832,0.0003575333,0.00005252062,0.00004765715,0.0000819671,0.00005436116],"category_scores_gemma":[0.0000616559,0.00009087826,0.00004831595,0.0001647206,0.0001694372,0.0001245155,0.00002389607,0.0002143171,0.000001795495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008402102,"about_ca_system_score_gemma":0.0001746517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002332885,"about_ca_topic_score_gemma":0.00002390643,"domain_scores_codex":[0.9991632,0.00002640406,0.000189854,0.0001899294,0.0002702124,0.0001604595],"domain_scores_gemma":[0.9994805,0.00003821955,0.0001212645,0.0001708814,0.000105832,0.00008327137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005594001,0.000162564,0.9935635,0.000002273175,0.00002640998,0.000002954906,0.001930453,0.000001149523,0.0001541157,0.002566099,0.00009914464,0.001485777],"study_design_scores_gemma":[0.0004742851,0.00006600343,0.994921,0.00008543162,0.0004588186,0.00001214129,0.002899088,0.00000102146,0.000315859,0.0005981004,0.00007257677,0.00009569909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964626,0.00002050794,0.001519718,0.0006217844,0.0003385204,0.0003658436,0.00003013028,0.00006479917,0.0005760396],"genre_scores_gemma":[0.9992172,0.00001621555,0.00003131667,0.0002217802,0.0001070749,0.00007771586,0.0001446306,0.00002025829,0.0001637664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002754585,"threshold_uncertainty_score":0.3705908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654738809419363,"score_gpt":0.3124929172696638,"score_spread":0.2559455291754701,"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."}}