{"id":"W2903677093","doi":"10.1093/fampra/cmy056","title":"Deliberative stakeholder consultations: creating insights into effective practice-change in family medicine","year":2018,"lang":"en","type":"article","venue":"Family Practice","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Stakeholder; Stakeholder engagement; MEDLINE; Family medicine; Medical education; Nursing; Public relations","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":["metaresearch","metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003206448,0.0004026526,0.0007106839,0.0004585853,0.001649889,0.00002948342,0.0002772576,0.000411777,0.0002296919],"category_scores_gemma":[0.0293614,0.0003375597,0.00004913267,0.00119832,0.0003440415,0.003370419,0.0002165386,0.001811633,0.001322317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00137838,"about_ca_system_score_gemma":0.001608759,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02190644,"about_ca_topic_score_gemma":0.00302076,"domain_scores_codex":[0.991827,0.004639011,0.001291491,0.0007163023,0.0006931116,0.0008330766],"domain_scores_gemma":[0.9632259,0.03216352,0.001094042,0.0005655953,0.002672386,0.0002785356],"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":[0.003507447,0.0007574307,0.01313378,0.0007484243,0.0003788098,0.0004045735,0.7352832,0.000002731181,0.003303266,0.02380299,0.1566573,0.06202005],"study_design_scores_gemma":[0.004065786,0.0009808055,0.1176085,0.0006015815,0.0001924062,0.000009575695,0.1421741,0.0001108913,0.00002373308,0.0012131,0.7326159,0.0004036706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.185473,0.01179242,0.001843801,0.06205636,0.00414429,0.007501838,0.00002855039,0.0004256581,0.726734],"genre_scores_gemma":[0.5358518,0.003031095,0.01593229,0.4375975,0.003329369,0.002721457,0.000104599,0.0001155339,0.00131633],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7254177,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1925032762411667,"score_gpt":0.4981056003308386,"score_spread":0.3056023240896719,"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."}}