{"id":"W1964224130","doi":"10.1186/0778-7367-71-25","title":"Public health reasoning: much more than deduction","year":2013,"lang":"en","type":"editorial","venue":"Archives of Public Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Nottingham; Trent University; Nottingham University Hospitals NHS Trust; Nottingham Trent University","keywords":"Public health; Health informatics; Medicine; Health services research; Nursing","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02000551,0.001512982,0.002553538,0.0030854,0.004057668,0.01433418,0.003556549,0.01211927,0.003510052],"category_scores_gemma":[0.06464487,0.0009081037,0.001793278,0.001921304,0.02213622,0.01160716,0.002353872,0.02911083,0.002256891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004954641,"about_ca_system_score_gemma":0.007147521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003358177,"about_ca_topic_score_gemma":0.004787085,"domain_scores_codex":[0.9755038,0.01363816,0.001847076,0.001663,0.006795052,0.0005529941],"domain_scores_gemma":[0.8415437,0.141254,0.00214372,0.002646462,0.01064675,0.001765339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006522646,0.00004042297,0.0001310159,0.001567449,0.00008037297,0.0002212508,0.001420275,0.0002653833,0.0001353812,0.05158844,0.9058624,0.03862243],"study_design_scores_gemma":[0.00005251387,0.00003827139,0.0004003125,0.002136351,0.00004707574,0.0001943226,0.0008535354,0.0004679143,0.0001713617,0.09680139,0.8987927,0.00004418469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002893892,0.05788642,0.003594914,0.405868,0.5258901,0.00003173405,0.00005247047,0.00008525037,0.006301824],"genre_scores_gemma":[0.01136861,0.03660072,0.002753949,0.1023326,0.8388813,0.00009878639,0.00004433757,0.0000872766,0.007832584],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02000551,"threshold_uncertainty_score":0.1058005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5554960140573694,"score_gpt":0.6189671898829818,"score_spread":0.06347117582561246,"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."}}