{"id":"W7106036331","doi":"10.7939/83338","title":"Leveraging Implementation Science in Learning Health Systems","year":2025,"lang":"en","type":"dissertation","venue":"University of Alberta Library","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Leverage (statistics); Community of practice; Social network analysis; Field (mathematics); Qualitative comparative analysis; Qualitative research; Social network (sociolinguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.141709,0.001459988,0.001609261,0.009007119,0.008844528,0.02761243,0.005193214,0.007001322,0.00868202],"category_scores_gemma":[0.1509888,0.001321142,0.001870295,0.007121156,0.06361815,0.02488784,0.02479657,0.01018728,0.001196685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03552609,"about_ca_system_score_gemma":0.08530919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0243752,"about_ca_topic_score_gemma":0.02349156,"domain_scores_codex":[0.8594595,0.116448,0.003246259,0.005614251,0.01034255,0.004889403],"domain_scores_gemma":[0.7513832,0.2084976,0.005234228,0.02035687,0.009739136,0.004788968],"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":[0.00004113041,0.0003455568,0.006789784,0.002425855,0.000156957,0.0002718882,0.03653562,0.006071399,0.0003357109,0.7899402,0.004582803,0.1525031],"study_design_scores_gemma":[0.00008665056,0.0002486109,0.002991436,0.005334537,0.00007723238,0.0001282281,0.02875834,0.006375168,0.001050373,0.8498789,0.1049787,0.00009175553],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06128708,0.01890561,0.3882101,0.2480221,0.001613997,0.002790499,0.0002926697,0.0007998935,0.278078],"genre_scores_gemma":[0.7749343,0.01004271,0.1947968,0.01128387,0.000534602,0.001892353,0.0001831063,0.0002241354,0.00610809],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.141709,"threshold_uncertainty_score":0.7494376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.186094633730977,"score_gpt":0.5275625687217813,"score_spread":0.3414679349908044,"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."}}