{"id":"W3081575793","doi":"10.2196/18714","title":"Type 1 Diabetes Mellitus Virtual Patient Network as a Peer Support Community: Protocol for Social Network Analysis and Content Analysis","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Diabetes Management and Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Montréal; Alberta Children's Hospital; University of Toronto; McGill University; University of Calgary; McGill University Health Centre","funders":"McGill University Health Centre; McGill University","keywords":"Protocol (science); Content analysis; Social network analysis; Computer science; Social network (sociolinguistics); Diabetes mellitus; Social support; Gerontology; Medicine; Psychology; World Wide Web; Alternative medicine; Social psychology; Sociology; Social media; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.05635314,0.002253593,0.003456645,0.004798019,0.004771976,0.004386539,0.002751249,0.002820219,0.1463327],"category_scores_gemma":[0.09455083,0.002525849,0.002208531,0.005045249,0.002273559,0.003079423,0.004110472,0.005380103,0.02949143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006118172,"about_ca_system_score_gemma":0.03246395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007545016,"about_ca_topic_score_gemma":0.01066018,"domain_scores_codex":[0.9757065,0.01292605,0.005520143,0.001718926,0.002472704,0.001655741],"domain_scores_gemma":[0.9132753,0.02663256,0.007233174,0.01798117,0.03080945,0.00406835],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.02072661,0.004722005,0.007520214,0.03513822,0.0006588273,0.001411881,0.019104,0.003962381,0.005247188,0.0239493,0.6216746,0.2558847],"study_design_scores_gemma":[0.02502726,0.002282311,0.01958089,0.01917761,0.0003741611,0.0003181976,0.0100306,0.007160274,0.005775984,0.02127632,0.8883837,0.0006127108],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003065621,0.0001245622,0.01259698,0.0006965033,0.0004146135,0.9497266,0.0263372,0.0008665317,0.006171307],"genre_scores_gemma":[0.001216355,0.00004382043,0.005934159,0.000114281,0.0000187742,0.9909579,0.0009877101,0.0000367408,0.0006903613],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1463327,"threshold_uncertainty_score":0.4895316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3154379965184223,"score_gpt":0.5187906962536537,"score_spread":0.2033526997352314,"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."}}