{"id":"W4303942641","doi":"10.1002/lrh2.10350","title":"Evaluating a learning health system initiative: Lessons learned during <scp>COVID</scp>‐19 in Saskatchewan, Canada","year":2022,"lang":"en","type":"article","venue":"Learning Health Systems","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saskatchewan Health; University of Saskatchewan; Royal University Hospital; Saskatchewan Health Authority","funders":"Saskatchewan Health Research Foundation","keywords":"Formative assessment; Misinformation; Thematic analysis; Coronavirus disease 2019 (COVID-19); Health care; Medical education; Psychology; Medicine; Knowledge management; Computer science; Qualitative research; Political science; Pedagogy; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03801492,0.0005829961,0.001624734,0.0009149472,0.01542284,0.00008725032,0.0008331897,0.0001906826,0.0001620939],"category_scores_gemma":[0.009296702,0.0006729476,0.0001013652,0.002982957,0.00007989363,0.0003289812,0.0007296298,0.006655862,0.000119863],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.03067218,"about_ca_system_score_gemma":0.07345995,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8793577,"about_ca_topic_score_gemma":0.6825851,"domain_scores_codex":[0.9407911,0.04553011,0.004655888,0.001556333,0.003085935,0.004380678],"domain_scores_gemma":[0.9818254,0.01014824,0.004956223,0.0007205511,0.000351776,0.001997821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005843615,0.00005815138,0.3131683,0.01785925,0.00004496286,0.00009297787,0.3612755,0.2862327,0.0001116625,0.0007771274,0.01725549,0.003065478],"study_design_scores_gemma":[0.002817846,0.0005535196,0.03041114,0.001282199,0.000006027306,0.00006384184,0.7318221,0.02229438,8.070219e-7,0.000006682546,0.2104847,0.0002567326],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535044,0.001451646,0.001050974,0.02979299,0.003843714,0.007101524,0.0002526205,0.001143527,0.001858577],"genre_scores_gemma":[0.9701567,0.0000531949,0.0002967282,0.01644193,0.0005360596,0.00311482,0.000105692,0.0001609829,0.009133881],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3705466,"threshold_uncertainty_score":0.9995722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5824164950154856,"score_gpt":0.6300774079241697,"score_spread":0.04766091290868402,"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."}}