{"id":"W2902673853","doi":"10.4018/ijeach.2019010102","title":"Virtual Communities, Machine Learning and IoT","year":2018,"lang":"en","type":"article","venue":"International Journal of Extreme Automation and Connectivity in Healthcare","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Mental health; Psychological intervention; Internet of Things; Anxiety; Domain (mathematical analysis); Computer science; Internet privacy; Data science; Psychology; Knowledge management; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006267221,0.00009320886,0.0001712212,0.0003408902,0.00009800522,0.0000601142,0.0001317277,0.00006684133,0.0002194393],"category_scores_gemma":[0.000137104,0.00009337485,0.0000387561,0.00009368548,0.0001195073,0.0002314563,0.00006589446,0.0003328724,0.00001288786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001362696,"about_ca_system_score_gemma":0.00004561412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001980813,"about_ca_topic_score_gemma":0.003147845,"domain_scores_codex":[0.9986663,0.0003350352,0.0005251326,0.00009869291,0.0002316232,0.0001432238],"domain_scores_gemma":[0.9988213,0.0003106791,0.0003470395,0.0000651054,0.0003520293,0.0001038018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004830316,0.0004327658,0.3100345,0.00004454254,0.0001113094,0.00005442158,0.006960405,0.000004301751,0.00005197026,0.06651757,0.000163659,0.6151416],"study_design_scores_gemma":[0.005473326,0.005847912,0.9286125,0.001460716,0.00002286318,0.002552335,0.01165772,0.01174411,0.0001837739,0.01704766,0.01497092,0.000426192],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860085,0.0007594488,0.0004830078,0.01000332,0.001565962,0.000102104,0.00002570169,0.00002476118,0.001027146],"genre_scores_gemma":[0.9988784,0.00004266134,0.0001457982,0.0005597906,0.0001677981,0.000005889726,0.000008998162,0.000009442263,0.0001811851],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.618578,"threshold_uncertainty_score":0.3807716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06750759371717568,"score_gpt":0.3949762913660272,"score_spread":0.3274686976488516,"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."}}