{"id":"W4399167367","doi":"10.31219/osf.io/fub36","title":"Evaluating Health Organization Readiness for Implementing a Learning Health System: Literature Review to Inform Questionnaire Development","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McGill University; Institut National d'Excellence en Santé et en Services Sociaux","funders":"","keywords":"Incentive; Health informatics; Knowledge management; Psychology; Health care; Medical education; Quality (philosophy); Computer science; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09087107,0.001257327,0.005146089,0.03446542,0.001508616,0.004885035,0.003398296,0.002809656,0.006624029],"category_scores_gemma":[0.2086674,0.001456421,0.006999684,0.03062852,0.001837937,0.009114864,0.00458692,0.002235314,0.001170337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01122077,"about_ca_system_score_gemma":0.04625516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007738829,"about_ca_topic_score_gemma":0.02044916,"domain_scores_codex":[0.9345424,0.02632294,0.02410963,0.002133776,0.01177533,0.001115963],"domain_scores_gemma":[0.7247333,0.1797001,0.0382195,0.004090443,0.05062125,0.002635415],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001703617,0.0003189651,0.009654424,0.7046173,0.002380979,0.0002226314,0.002749209,0.0005052318,0.0002500693,0.001523599,0.01050189,0.2671054],"study_design_scores_gemma":[0.0002550217,0.0005098827,0.02109989,0.9257264,0.005763381,0.0003201542,0.006146141,0.0004790823,0.0002988685,0.001266608,0.03802783,0.0001066828],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02746542,0.8867853,0.01196573,0.01336298,0.0009155208,0.04387756,0.007773182,0.0002447164,0.007609623],"genre_scores_gemma":[0.1294296,0.7139581,0.07222708,0.005839556,0.0003822454,0.07076367,0.006418043,0.00007656583,0.0009051326],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9091289,"threshold_uncertainty_score":0.4805779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5295830241109407,"score_gpt":0.6964206706827841,"score_spread":0.1668376465718434,"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."}}