{"id":"W4389631317","doi":"10.2196/preprints.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 (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"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":"","keywords":"Centrality; Social network (sociolinguistics); The Internet; Social network analysis; Peer support; Psychology; Social media; Public relations; Political science; Internet privacy; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004185264,0.0002002917,0.0002099467,0.001992417,0.001318529,0.001623841,0.0004759362,0.000292079,0.002952162],"category_scores_gemma":[0.01779442,0.0001184891,0.0003611489,0.001719894,0.0004013574,0.00101674,0.001090556,0.0004534925,0.0003126039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002871628,"about_ca_system_score_gemma":0.005210396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02964689,"about_ca_topic_score_gemma":0.05436976,"domain_scores_codex":[0.9980366,0.001266267,0.0000965904,0.0001493675,0.0002566083,0.0001945756],"domain_scores_gemma":[0.9889287,0.006641243,0.001793726,0.0003257095,0.001463354,0.0008472257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006479868,0.001199373,0.6472924,0.001295077,0.0002123345,0.0002230989,0.05549186,0.0008630719,0.00145666,0.004445782,0.01591612,0.2709562],"study_design_scores_gemma":[0.0001450761,0.0006290373,0.8629997,0.000564636,0.0003250869,0.00008275209,0.09490613,0.01270825,0.001692752,0.002834531,0.0230336,0.0000784373],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889696,0.000157368,0.002548208,0.001153549,0.00003366513,0.001524511,0.001440269,0.00005468732,0.00411815],"genre_scores_gemma":[0.9858072,0.0001855216,0.009549331,0.0002021092,0.00004053344,0.001660751,0.0009915826,0.00001946218,0.001543518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02964689,"threshold_uncertainty_score":0.05894864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2673461931388016,"score_gpt":0.4689123795765696,"score_spread":0.201566186437768,"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."}}