{"id":"W4388412526","doi":"10.1177/08404704231208597","title":"Navigating the narrowing effect of public discourse for a healthier future","year":2023,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Social and Intergroup Psychology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Phenomenon; Public discourse; Context (archaeology); Public relations; Health care; Public healthcare; Public health; Sociology; Political science; Politics; Medicine; Nursing; Epistemology; Law; History","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":[0.0562395,0.0007018694,0.001025717,0.004921735,0.02229099,0.01776442,0.001987173,0.008848359,0.004347465],"category_scores_gemma":[0.08632511,0.000899809,0.0009571275,0.001663443,0.06119751,0.02971153,0.02505059,0.01620949,0.0005717234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006404765,"about_ca_system_score_gemma":0.01015774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00375561,"about_ca_topic_score_gemma":0.003354212,"domain_scores_codex":[0.9530789,0.03517801,0.0009395549,0.002216479,0.006099535,0.002487353],"domain_scores_gemma":[0.8696638,0.1056517,0.008868314,0.005366223,0.0064045,0.004045482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006768008,0.00005227408,0.002385735,0.0001739468,0.00003118066,0.0004658637,0.4895668,0.000330927,0.0009400659,0.4758199,0.007864149,0.02230144],"study_design_scores_gemma":[0.00007672034,0.0001241048,0.00293248,0.000930622,0.00005985856,0.0005028941,0.3216777,0.001370632,0.001411056,0.4320614,0.2387015,0.0001509862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2469459,0.006298801,0.07109442,0.3902626,0.003191357,0.0001332013,0.00005626559,0.0003844164,0.2816329],"genre_scores_gemma":[0.9850422,0.0005597611,0.0035653,0.007107886,0.000633174,0.00006088841,0.00001109737,0.0001140502,0.002905754],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0562395,"threshold_uncertainty_score":0.2974265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04136927858782792,"score_gpt":0.4415831253606178,"score_spread":0.4002138467727899,"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."}}