{"id":"W3138365210","doi":"10.1177/17579759211000975","title":"‘Back to better’: amplifying health equity, and determinants of health perspectives during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Global Health Promotion","topic":"Community Health and Development","field":"Health Professions","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority","funders":"","keywords":"Pandemic; Social determinants of health; Health equity; Preparedness; Health promotion; Equity (law); Political science; Coronavirus disease 2019 (COVID-19); Health policy; Politics; Social justice; Public relations; Global health; Economic growth; Sociology; Health care; Medicine; Criminology; Disease; Economics; Infectious disease (medical specialty)","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006991256,0.000286408,0.0008541569,0.0001164922,0.004347098,0.00002647909,0.0003391741,0.000159437,0.0001875945],"category_scores_gemma":[0.0007207877,0.0002459199,0.00006795411,0.000795497,0.0001082284,0.0001322004,0.001466212,0.0007926818,0.00008666954],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00676633,"about_ca_system_score_gemma":0.01410253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01452781,"about_ca_topic_score_gemma":0.03424641,"domain_scores_codex":[0.990838,0.00454206,0.00182454,0.0006082971,0.0005810155,0.001606102],"domain_scores_gemma":[0.9960364,0.0003854439,0.001085555,0.0006880632,0.0002806697,0.00152386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001369311,0.0003680979,0.7599216,0.01568728,0.00002100918,0.000003959363,0.05257403,0.000008699453,0.00001080534,0.001245852,0.005949836,0.1640719],"study_design_scores_gemma":[0.002224566,0.0009873677,0.9405289,0.001891852,0.000005460837,0.0001512488,0.02932422,0.00004194102,0.000002902246,0.004201731,0.02033069,0.0003091301],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7822232,0.005700617,0.002494996,0.2043208,0.0006168875,0.003865262,0.0001981242,0.0001260556,0.0004540541],"genre_scores_gemma":[0.9214235,0.004135365,0.002749791,0.07097765,0.0001849773,0.0002038673,0.00005623467,0.00002942162,0.0002392172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1806073,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2636531351657797,"score_gpt":0.5562546972829578,"score_spread":0.2926015621171781,"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."}}