{"id":"W4281482546","doi":"10.3233/shti220542","title":"Design for a Virtual Peer-to-Peer Knowledge to Action Platform for Type 2 Diabetes","year":2022,"lang":"en","type":"article","venue":"Studies in health technology and informatics","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Trillium Health Centre; Université de Montréal; McGill University; Toronto Metropolitan University","funders":"","keywords":"Type 2 diabetes; Computer science; Action (physics); Mile; Diabetes mellitus; Quality (philosophy); Knowledge management; Medicine","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":[0.002351645,0.000579731,0.0002747047,0.0004481184,0.001290156,0.001774299,0.002378228,0.001695807,0.01888101],"category_scores_gemma":[0.004273884,0.0003391844,0.0005593211,0.0002292154,0.0007331511,0.001768854,0.003283367,0.001047794,0.003050253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006531317,"about_ca_system_score_gemma":0.002301134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008718237,"about_ca_topic_score_gemma":0.0009023456,"domain_scores_codex":[0.9981906,0.0008488944,0.0001082647,0.0003231455,0.000247474,0.0002815841],"domain_scores_gemma":[0.9976091,0.0007811571,0.0001317343,0.0002305009,0.0003297469,0.000917616],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00633358,0.01453164,0.01728486,0.002980459,0.0002610447,0.003094434,0.01395458,0.03136542,0.09054028,0.07054272,0.03505677,0.7140541],"study_design_scores_gemma":[0.007251245,0.02671272,0.02208365,0.0008320673,0.0009295793,0.002581155,0.01106802,0.2618764,0.07508311,0.06489997,0.5260016,0.0006804898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2219788,0.0001944888,0.6981587,0.002514019,0.0009578374,0.0186683,0.0008179213,0.00844863,0.04826143],"genre_scores_gemma":[0.3447142,0.0001225489,0.6198572,0.0008348438,0.00008823953,0.01450821,0.0005138879,0.0003147107,0.01904613],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01888101,"threshold_uncertainty_score":0.06316322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4592444708547309,"score_gpt":0.5204706184030354,"score_spread":0.06122614754830452,"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."}}