{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001510442,0.0003031372,0.0003055735,0.001219452,0.001240792,0.003943542,0.0006232157,0.001115678,0.004499277],"category_scores_gemma":[0.004515015,0.0001529892,0.0002096375,0.001001177,0.003220351,0.004841939,0.003136425,0.001257878,0.0004157269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009831997,"about_ca_system_score_gemma":0.001039725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00169203,"about_ca_topic_score_gemma":0.001991348,"domain_scores_codex":[0.9987459,0.0007852332,0.00002584946,0.0001455877,0.0001933267,0.0001040619],"domain_scores_gemma":[0.996088,0.002618244,0.0003827261,0.0002181575,0.0001884788,0.000504408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007874407,0.000220639,0.006951215,0.000605347,0.00005641545,0.0001787498,0.002699593,0.006921032,0.0004987241,0.6907897,0.02055142,0.2704485],"study_design_scores_gemma":[0.00002354603,0.00009834519,0.003750958,0.000516488,0.00001868357,0.000323262,0.00362533,0.01919132,0.0002334824,0.862972,0.1092052,0.0000413491],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2079022,0.08319927,0.1854302,0.1186522,0.003266532,0.0003307151,0.000461322,0.0008381747,0.3999195],"genre_scores_gemma":[0.945168,0.01575861,0.0254393,0.002185503,0.001063991,0.0001438494,0.0001391237,0.00003889585,0.01006275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004499277,"threshold_uncertainty_score":0.0150516,"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."}}