{"id":"W3156347834","doi":"10.1186/s12992-021-00695-3","title":"Why is repositioning public health innovation towards a social paradigm necessary? A reflection on the field of public health through the examples of Ebola and Covid-19","year":2021,"lang":"en","type":"article","venue":"Globalization and Health","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université Laval","funders":"","keywords":"Public health; Field (mathematics); Medical sociology; Public relations; Perspective (graphical); Sociology; Health policy; Social determinants of health; Political science; Medicine; Computer science","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":[0.03798758,0.0005853366,0.0009744192,0.003362173,0.008018374,0.02088933,0.001761976,0.01280363,0.00260019],"category_scores_gemma":[0.02370528,0.0003783833,0.0009932773,0.002871902,0.1127331,0.02167052,0.01228188,0.01318419,0.000498233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01621292,"about_ca_system_score_gemma":0.01720748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005454598,"about_ca_topic_score_gemma":0.004026394,"domain_scores_codex":[0.9618072,0.02572112,0.0009789707,0.002138779,0.005936291,0.003417627],"domain_scores_gemma":[0.9651026,0.02451271,0.002564891,0.00246584,0.003336329,0.002017626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000009663129,0.0000217447,0.0003161327,0.0001011917,0.000003833149,0.00009147407,0.01219747,0.0001873323,0.0001068792,0.9813176,0.001673496,0.003973087],"study_design_scores_gemma":[0.00002991144,0.00005857158,0.0008877767,0.0005432964,0.000009487419,0.0002123665,0.0276248,0.0007212412,0.0004642983,0.8046616,0.1647466,0.00004007245],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03409802,0.01068341,0.02207917,0.8029084,0.001704203,0.00009126697,0.00003540916,0.00005898216,0.1283413],"genre_scores_gemma":[0.9261832,0.009552489,0.01069225,0.04511069,0.001675818,0.0002036599,0.00002528019,0.00007696568,0.006479612],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03798758,"threshold_uncertainty_score":0.2008999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2282020622904517,"score_gpt":0.4275618252151357,"score_spread":0.199359762924684,"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."}}