{"id":"W4281726689","doi":"10.1002/lrh2.10321","title":"The Alliance for Healthier Communities' journey to a learning health system in primary care","year":2022,"lang":"en","type":"article","venue":"Learning Health Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Access Alliance Multicultural Health and Community Services; Centre for Family Medicine; Western University","funders":"Canadian Institutes of Health Research","keywords":"Alliance; Public relations; Restructuring; Health care; Community engagement; Knowledge management; Business; Medicine; Political science; Computer science","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":[0.05768304,0.0004176312,0.0004191797,0.001048749,0.0302872,0.01963325,0.002775097,0.009600484,0.01498288],"category_scores_gemma":[0.03226804,0.0005412901,0.0005035854,0.001584724,0.01917026,0.01074979,0.02974624,0.01240031,0.001296878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02494807,"about_ca_system_score_gemma":0.188352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1266034,"about_ca_topic_score_gemma":0.2096063,"domain_scores_codex":[0.9630166,0.02103675,0.000666124,0.001215362,0.005956193,0.008109032],"domain_scores_gemma":[0.9079267,0.01322562,0.001803751,0.001747081,0.004664497,0.07063232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007647912,0.000647185,0.009926087,0.0007553623,0.00002359994,0.0009335506,0.2041865,0.000295855,0.0003218163,0.1806782,0.4425505,0.159605],"study_design_scores_gemma":[0.00005105668,0.0002079475,0.006102168,0.0009429061,0.000006702105,0.0003721918,0.09876588,0.0002163036,0.0001369191,0.02921044,0.8639369,0.00005058997],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03014875,0.005943418,0.001868774,0.9215131,0.002126883,0.0001837018,0.0001088773,0.00008736949,0.03801908],"genre_scores_gemma":[0.7639368,0.01066908,0.02416851,0.1308576,0.001940169,0.0009717423,0.0004796622,0.0001541841,0.06682212],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1266034,"threshold_uncertainty_score":0.3050607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5217590714423861,"score_gpt":0.6188156392251118,"score_spread":0.09705656778272576,"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."}}