{"id":"W4281572565","doi":"10.3233/shti220412","title":"Behavioral Segmentation for Enhanced Peer-to-Peer Patient Education","year":2022,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Diabetes Management and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University; Toronto Metropolitan University; Queen's University","funders":"Wellcome Trust","keywords":"Peer group; Type 2 diabetes; Medicine; Intervention (counseling); Diabetes mellitus; Family medicine; Virtual patient; Psychology; Physical therapy; Medical education; Nursing; Developmental psychology","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":[0.00129541,0.0003984027,0.0003076292,0.000347554,0.0005412329,0.0006494085,0.001109375,0.000499436,0.007649721],"category_scores_gemma":[0.003816484,0.0001407143,0.0003467871,0.0001542986,0.0002545762,0.0007233478,0.001601529,0.0006353768,0.0009435477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003690921,"about_ca_system_score_gemma":0.0009994798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006956334,"about_ca_topic_score_gemma":0.00127858,"domain_scores_codex":[0.99886,0.0006674792,0.0000346678,0.0001399184,0.0001761621,0.0001218353],"domain_scores_gemma":[0.9984177,0.0008303833,0.00009603886,0.0001083146,0.0001186921,0.000428791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002175865,0.03541021,0.01491681,0.001050551,0.0001180043,0.0002806912,0.0102788,0.004279276,0.0419857,0.004613868,0.00576461,0.8791257],"study_design_scores_gemma":[0.008003612,0.06528728,0.38052,0.001948443,0.001245206,0.002803891,0.0404692,0.1840953,0.07955144,0.05090607,0.1845682,0.000601383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8767427,0.0002185335,0.0939385,0.001305141,0.0001859764,0.003581174,0.0001424034,0.001078545,0.02280702],"genre_scores_gemma":[0.8974859,0.0001315311,0.09574807,0.0003353165,0.00005002425,0.002337443,0.0001425879,0.00006055384,0.003708594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007649721,"threshold_uncertainty_score":0.02559084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04692185842087813,"score_gpt":0.4159461868441915,"score_spread":0.3690243284233134,"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."}}