{"id":"W3128050554","doi":"10.1186/s12889-021-10397-5","title":"Family income and health in Canada: a longitudinal study of stability and change","year":2021,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council; Social Sciences and Humanities Research Council of Canada","keywords":"Medicine; Demography; Biostatistics; Quartile; Family income; Public health; Odds; Logistic regression; Economics; Economic growth; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002288564,0.0003576511,0.0007153981,0.001740571,0.007040713,0.00196506,0.001671797,0.000738126,0.001916919],"category_scores_gemma":[0.005949036,0.0004835012,0.0009624821,0.00814237,0.0008670316,0.0009537975,0.001864977,0.002137341,0.0003551464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03686754,"about_ca_system_score_gemma":0.06044431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9964325,"about_ca_topic_score_gemma":0.9970244,"domain_scores_codex":[0.9982523,0.0002180895,0.0001065546,0.0002489857,0.0006965372,0.0004776139],"domain_scores_gemma":[0.9945663,0.0002762568,0.0007911323,0.0002788994,0.002935894,0.001151376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006135354,0.00007026368,0.9901477,0.00002923924,0.00008938721,0.00006426118,0.001125419,0.0001034944,0.00004161707,0.0002263049,0.002682341,0.00535855],"study_design_scores_gemma":[0.00001062148,0.00001654869,0.9964682,0.00006413611,0.0000334543,0.00003538779,0.00110162,0.0003624819,0.00002053441,0.00008750756,0.001786627,0.00001287374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9735978,0.002966384,0.0005023913,0.002661094,0.00007675064,0.000154346,0.01652849,0.00002541065,0.003487359],"genre_scores_gemma":[0.9884459,0.001661663,0.0009133433,0.0005028207,0.00002208859,0.000121481,0.006619414,0.00001373112,0.001699653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03686754,"threshold_uncertainty_score":0.267494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2573306879439752,"score_gpt":0.4036027351105418,"score_spread":0.1462720471665666,"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."}}