{"id":"W2770167819","doi":"10.1186/s12939-017-0695-7","title":"Doing implementation research on health governance: a frontline researcher’s reflexive account of field-level challenges and their management","year":2017,"lang":"en","type":"article","venue":"International Journal for Equity in Health","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"International Development Research Centre","keywords":"Health services research; Reflexivity; Public health; Health administration; Corporate governance; Social policy; Field (mathematics); Health policy; Health care management; Health informatics; Sociology; Medicine; Public relations; Political science; Public administration; Nursing; Management; Social science; Economics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.02841277,0.0001499052,0.0003765429,0.0004949197,0.00209901,0.00009312394,0.001110736,0.0000860854,0.0001275927],"category_scores_gemma":[0.00161339,0.0001280355,0.0000569326,0.00009991649,0.0001273833,0.0004863361,0.0007207386,0.001079573,0.00001024897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002956299,"about_ca_system_score_gemma":0.002285609,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006253025,"about_ca_topic_score_gemma":0.01822603,"domain_scores_codex":[0.9939242,0.001419232,0.001657907,0.000387947,0.001489415,0.001121273],"domain_scores_gemma":[0.993504,0.002917701,0.001783781,0.0004192819,0.0009997307,0.0003754723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005488269,0.00008453269,0.001910864,0.001011617,0.00004593366,0.000004989673,0.02327037,0.000006840502,0.00001600384,0.07700904,0.01615415,0.8799368],"study_design_scores_gemma":[0.009651992,0.003206648,0.3740568,0.005114548,0.000003034492,0.00001978024,0.08193181,0.0003024679,0.0001383466,0.06877343,0.4565033,0.0002978546],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07555328,0.001129284,0.003979603,0.9019029,0.003429758,0.00447726,0.001095314,0.00002561595,0.008407025],"genre_scores_gemma":[0.9475607,0.03321784,0.005409343,0.01213754,0.0008947952,0.0003243316,0.00001963202,0.00002754729,0.0004082644],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8897653,"threshold_uncertainty_score":0.9996888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9180989198829479,"score_gpt":0.8093849456484135,"score_spread":0.1087139742345344,"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."}}