{"id":"W4389614349","doi":"10.2196/48267","title":"Supporting and Incentivizing Peer Leaders for an Internet-Based Private Peer Community for Youths With Type 1 Diabetes: Social Network and Directed Content Analysis","year":2023,"lang":"en","type":"article","venue":"Journal of Medical Internet Research","topic":"Diabetes Management and Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine; Health Sciences Centre; University of Toronto; BC Children's Hospital; University of British Columbia; University of Calgary; McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research; Diabetes Canada; Juvenile Diabetes Research Foundation Canada; McGill University","keywords":"Centrality; Social network (sociolinguistics); Social network analysis; The Internet; Psychology; Peer support; Social media; Internet privacy; Public relations; Political science; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.004652177,0.0003031618,0.0002514528,0.004255476,0.001104771,0.001336144,0.0005886444,0.0003028238,0.001595351],"category_scores_gemma":[0.01962948,0.0001422975,0.0004288083,0.002441798,0.0003702784,0.001211795,0.001158964,0.0004752713,0.0002285516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002826781,"about_ca_system_score_gemma":0.004179731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02722201,"about_ca_topic_score_gemma":0.05185998,"domain_scores_codex":[0.9978683,0.001277448,0.0001196348,0.0002335344,0.0003044799,0.0001965175],"domain_scores_gemma":[0.9879178,0.007370684,0.001956745,0.0003557431,0.001639031,0.0007600334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004615804,0.0007673191,0.7626338,0.001113474,0.0002049761,0.0002367185,0.03136281,0.001755041,0.001211824,0.004184908,0.006147489,0.1899201],"study_design_scores_gemma":[0.0001566568,0.0005454679,0.8612835,0.0005469898,0.000465781,0.0001692648,0.05233609,0.05908697,0.001777472,0.005120067,0.01840197,0.0001098569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875452,0.0001811106,0.004962772,0.0004883585,0.00001994311,0.001626615,0.001630425,0.00007079385,0.003474879],"genre_scores_gemma":[0.9809777,0.0001468045,0.01485339,0.00007737351,0.00002724622,0.00169082,0.001340828,0.00001541746,0.0008704305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02722201,"threshold_uncertainty_score":0.0541271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2620863994112356,"score_gpt":0.4694875716705382,"score_spread":0.2074011722593026,"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."}}