{"id":"W4378347813","doi":"10.1177/17579139231172684","title":"Building a healthy environment: lessons from three RSPH award entrants","year":2023,"lang":"en","type":"article","venue":"Perspectives in Public Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Medicine; Environmental health; Gerontology; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02228957,0.0008420231,0.0006962479,0.00119258,0.02726361,0.02437357,0.003015328,0.01084311,0.01213993],"category_scores_gemma":[0.02108148,0.0006071771,0.001217036,0.0007456925,0.01030545,0.005821519,0.02422916,0.03001853,0.002329407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01341057,"about_ca_system_score_gemma":0.05113031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0441939,"about_ca_topic_score_gemma":0.1147931,"domain_scores_codex":[0.9824387,0.004286947,0.0002309476,0.0006926007,0.001908695,0.01044197],"domain_scores_gemma":[0.9177905,0.003622531,0.0006757327,0.001201437,0.004780266,0.07192951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006536337,0.0067419,0.03513777,0.0001772185,0.0001235794,0.008470765,0.05052074,0.001197876,0.00112136,0.1146603,0.6188209,0.162374],"study_design_scores_gemma":[0.0002806553,0.001598023,0.02726251,0.000282588,0.00004978888,0.001682236,0.1627727,0.0008538783,0.001005322,0.03216303,0.7717141,0.0003351102],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2327249,0.001510541,0.002262126,0.6864886,0.01897644,0.0002880316,0.0001553335,0.000192729,0.05740136],"genre_scores_gemma":[0.6890811,0.001932272,0.003063304,0.1393619,0.005204912,0.0003040075,0.0002187901,0.0003192596,0.1605144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0441939,"threshold_uncertainty_score":0.1178799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139848670606776,"score_gpt":0.3679819694954241,"score_spread":0.2539971024347465,"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."}}