{"id":"W4401226347","doi":"10.1186/s12889-024-19427-4","title":"An investigation into social determinants of health lifestyles of Canadians: a nationwide cross-sectional study on smoking, physical activity, and alcohol consumption","year":2024,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Government of Jiangsu Province","keywords":"Biostatistics; Social determinants of health; Environmental health; Public health; Health promotion; Socioeconomic status; Medicine; Psychological intervention; Health equity; Gerontology; Population; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001607216,0.0005101069,0.000501701,0.001785533,0.00540028,0.001010539,0.001397352,0.0007165123,0.001832237],"category_scores_gemma":[0.002361287,0.0004577682,0.0009972141,0.005483983,0.0008458759,0.0005793287,0.001146944,0.0008651084,0.0002279953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01807494,"about_ca_system_score_gemma":0.03498425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9930885,"about_ca_topic_score_gemma":0.9947444,"domain_scores_codex":[0.9988004,0.00008247339,0.00008341357,0.0001807935,0.0005448989,0.0003079997],"domain_scores_gemma":[0.9982332,0.0001041985,0.0003368195,0.00009579884,0.0008416766,0.0003883762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002458176,0.00005738895,0.994386,0.00006482698,0.00006480065,0.0000510535,0.001549201,0.0000373916,0.0001588548,0.0001016324,0.0008575293,0.002646767],"study_design_scores_gemma":[0.000003403937,0.00002201509,0.9970379,0.00002916259,0.0000226815,0.00002871268,0.001873955,0.0001229971,0.00003224155,0.00001479271,0.0008017377,0.00001041072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905563,0.0005198294,0.0002213901,0.0004782439,0.00001827023,0.0001377442,0.006016708,0.000009654709,0.002041809],"genre_scores_gemma":[0.9949853,0.0004675744,0.0006200994,0.000300542,0.000008508558,0.00007297497,0.002899423,0.000005654769,0.0006398247],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01807494,"threshold_uncertainty_score":0.1311435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1604665513876754,"score_gpt":0.4722449165425297,"score_spread":0.3117783651548542,"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."}}