{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004720498,0.0003365055,0.001114934,0.000627823,0.001111375,0.0004122825,0.0005184558,0.0002245199,0.0009657036],"category_scores_gemma":[0.0007926957,0.0002674188,0.0005671354,0.006933508,0.0004860694,0.0001635597,0.0009698247,0.001378353,0.00008050663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001221726,"about_ca_system_score_gemma":0.0003145446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003371229,"about_ca_topic_score_gemma":0.00004601224,"domain_scores_codex":[0.993303,0.001454904,0.0007071723,0.0006563286,0.002222212,0.001656388],"domain_scores_gemma":[0.995878,0.0006827591,0.0001920565,0.0006483812,0.001862651,0.0007361179],"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":[0.01705075,0.003884448,0.3458896,0.004628115,0.02353364,0.00009009052,0.004153495,0.0006292888,0.0004453927,0.002195498,0.4922234,0.1052763],"study_design_scores_gemma":[0.007934132,0.02826465,0.03631854,0.0005361322,0.001114524,3.139119e-7,0.00119795,0.008537573,0.0003429801,0.0007545866,0.9144248,0.0005738312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.006739035,0.00000360513,0.0001537599,0.004995324,0.00000492575,0.9857712,0.00002554596,0.0001079592,0.002198614],"genre_scores_gemma":[0.01611773,4.873794e-7,0.0003812028,0.0008458861,0.0006661876,0.9787545,0.0002630499,0.0000568284,0.00291418],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4222014,"threshold_uncertainty_score":0.9999778,"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."}}