{"id":"W4286251918","doi":"10.1016/j.healthpol.2022.07.009","title":"Tensions and opportunities in the roles of senior public health officials in Canada: A qualitative study","year":2022,"lang":"en","type":"article","venue":"Health Policy","topic":"Public Health Policies and Education","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; York University; University of Ottawa","funders":"Canadian Institutes of Health Research","keywords":"Public health; Government (linguistics); Public relations; Public administration; Political science; Qualitative research; Position (finance); Sociology; Business; Medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.01479729,0.0006944488,0.001103274,0.003108936,0.0415995,0.01045845,0.003547638,0.002946706,0.003385247],"category_scores_gemma":[0.02614849,0.001149373,0.0004161855,0.006460027,0.01998275,0.004030359,0.008095269,0.006074291,0.0002946013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1227409,"about_ca_system_score_gemma":0.1640486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9670552,"about_ca_topic_score_gemma":0.9829564,"domain_scores_codex":[0.9825041,0.007418359,0.0005541018,0.001200742,0.002269733,0.006052939],"domain_scores_gemma":[0.9718122,0.01383796,0.002143022,0.0005288031,0.004720131,0.006957876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002055175,0.00002183816,0.004487481,0.00005148986,0.000002286644,0.0003196412,0.9912806,0.00002826836,0.0002325668,0.001336335,0.0005944243,0.001624616],"study_design_scores_gemma":[0.000001354927,0.000008213797,0.001937802,0.00006516566,0.000002050537,0.00002585943,0.9934636,0.00004520807,0.00004864493,0.00007186642,0.004319411,0.00001066214],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837809,0.0008430337,0.0005907217,0.006276263,0.00007870538,0.0001857142,0.0002424846,0.00001770739,0.007984455],"genre_scores_gemma":[0.9938345,0.0006794825,0.000423743,0.001618651,0.00001249424,0.000107442,0.00007604181,0.0000231944,0.003224533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1227409,"threshold_uncertainty_score":0.8905515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.397857696767182,"score_gpt":0.5648205834841081,"score_spread":0.1669628867169261,"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."}}