{"id":"W4393132317","doi":"10.1016/j.ssmhs.2024.100010","title":"Actioning the Learning Health System: An applied framework for integrating research into health systems","year":2024,"lang":"en","type":"article","venue":"SSM - Health Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Toronto; Trillium Health Centre","funders":"","keywords":"Equity (law); Health care; Health equity; Computer science; Population health; Healthcare system; Knowledge management; Quality (philosophy); Management science; Risk analysis (engineering); Process management; Engineering; Medicine; Political science","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":[0.1054319,0.002485201,0.001489652,0.01071323,0.007550299,0.01685456,0.005797753,0.008939927,0.008955721],"category_scores_gemma":[0.05261139,0.001153952,0.002928866,0.006499859,0.07549788,0.01803612,0.01737623,0.01075144,0.001860376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02248456,"about_ca_system_score_gemma":0.04234884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01171652,"about_ca_topic_score_gemma":0.0114081,"domain_scores_codex":[0.8965214,0.08879528,0.003304832,0.004014951,0.005021045,0.002342424],"domain_scores_gemma":[0.9346731,0.04681751,0.003140119,0.007800255,0.003911968,0.003657032],"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":[0.000007443369,0.00004023962,0.0004317911,0.000243073,0.00002319723,0.00005195147,0.003974752,0.001873982,0.0001140565,0.9777247,0.00129919,0.01421566],"study_design_scores_gemma":[0.00002451172,0.00006203302,0.0002416649,0.0005873415,0.00002145422,0.00004481736,0.00265567,0.003388215,0.0003165104,0.9513578,0.04127039,0.00002951072],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003405149,0.001517756,0.8285032,0.07585745,0.0004940485,0.001242416,0.0001904984,0.0005668403,0.08822266],"genre_scores_gemma":[0.1861169,0.001469687,0.7975792,0.00579685,0.0002836106,0.002839443,0.0001577731,0.000164394,0.005592114],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1054319,"threshold_uncertainty_score":0.5575837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7422117274549654,"score_gpt":0.741040454698326,"score_spread":0.001171272756639419,"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."}}