{"id":"W2023505446","doi":"10.1007/s10995-011-0935-1","title":"Aligning Method with Theory: A Comparison of Two Approaches to Modeling the Social Determinants of Health","year":2011,"lang":"en","type":"article","venue":"Maternal and Child Health Journal","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; St. Michael's Hospital","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Public health; Medicine; Social determinants of health; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005321824,0.0001031867,0.0004919552,0.00006633389,0.00180024,0.00003631356,0.0002189504,0.00003511994,0.00002322804],"category_scores_gemma":[0.00002160529,0.00006134893,0.00005214554,0.0001078625,0.0001070455,0.0000859279,0.00004120227,0.0002465401,4.380917e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005361994,"about_ca_system_score_gemma":0.0004097613,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01317125,"about_ca_topic_score_gemma":0.003486681,"domain_scores_codex":[0.997402,0.0009313723,0.0006921913,0.000117944,0.0003579181,0.0004985673],"domain_scores_gemma":[0.9989322,0.00007298866,0.0006040075,0.00006657784,0.00005190454,0.0002723654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000248899,0.00008595811,0.5070754,0.0005171913,0.00003790463,0.000001651315,0.3260103,0.0001345716,2.016588e-7,0.04911577,0.00006716913,0.116705],"study_design_scores_gemma":[0.003070774,0.001766033,0.6540411,0.004047788,0.00008274501,0.0002572421,0.2913769,0.007720899,0.0002487778,0.03537119,0.001390436,0.0006261735],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964304,0.001468549,0.02111236,0.01158403,0.0001702345,0.0003105552,0.000008456131,0.00001044265,0.001031376],"genre_scores_gemma":[0.9908747,0.0001936008,0.00648373,0.002214117,0.0001999917,0.000003828407,1.704123e-7,0.000009682461,0.00002015433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1469657,"threshold_uncertainty_score":0.9994993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2675908323193518,"score_gpt":0.4376223925461868,"score_spread":0.170031560226835,"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."}}