{"id":"W780279376","doi":"","title":"Towards an Understanding of Neighborhood and Individual Level Barriers to Lifestyle Change in Hamilton, Ontario","year":2004,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gerontology; Sociology; Geography; Psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002863898,0.0002289633,0.000400079,0.0003486797,0.0003578607,0.00007977765,0.000373833,0.0003909554,0.01376141],"category_scores_gemma":[0.00004632583,0.0002796386,0.00006646018,0.0005414247,0.00009324537,0.0004715254,0.00005493608,0.0003080419,0.0000030277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001692002,"about_ca_system_score_gemma":0.002122414,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4453409,"about_ca_topic_score_gemma":0.9723582,"domain_scores_codex":[0.9983182,0.000146938,0.0002375835,0.0003781418,0.0004098039,0.0005093642],"domain_scores_gemma":[0.9989885,0.00004334633,0.0001474932,0.0001334108,0.00005787399,0.0006293398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002358799,0.00006668367,0.2811742,0.0004309903,0.00007102023,0.0000781913,0.5991831,0.00001128272,0.000001525927,0.08249805,0.00007050819,0.03617854],"study_design_scores_gemma":[0.001418648,0.0001871356,0.4404125,0.0007483441,0.00009915944,5.287066e-7,0.4854544,0.000002766766,0.00001266501,0.001204842,0.06988317,0.0005758708],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4232467,0.0001366263,0.00008705211,0.0006092839,0.0008099488,0.0009646097,0.0001481306,0.00004956483,0.5739481],"genre_scores_gemma":[0.8720561,0.0001301507,0.0002885947,0.0007968352,0.0001188939,0.000003459041,0.0001119023,0.00003275272,0.1264613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5270173,"threshold_uncertainty_score":0.9999656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08821635152118568,"score_gpt":0.2953899237734984,"score_spread":0.2071735722523128,"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."}}