{"id":"W4242629480","doi":"10.2196/preprints.25285","title":"A Web-Based Social Network Tool (GENIE) for Supporting Self-management Among High Users of the Health Care System: Feasibility and Usability Study (Preprint)","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"","keywords":"Usability; Health care; Context (archaeology); Focus group; Psychology; Nursing; Medical education; Medicine; World Wide Web; Computer science; Business; Political 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":[0.01661938,0.0005327521,0.0005084286,0.001018241,0.00118775,0.001299955,0.0007971412,0.0007251567,0.002701221],"category_scores_gemma":[0.02120357,0.0004416304,0.0006800175,0.0005333016,0.0008481854,0.001507749,0.001690269,0.0006678969,0.0002910694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006872765,"about_ca_system_score_gemma":0.001706003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001729359,"about_ca_topic_score_gemma":0.004551331,"domain_scores_codex":[0.9940841,0.004121579,0.0003838447,0.0003138663,0.0005604158,0.0005362699],"domain_scores_gemma":[0.9814708,0.01369287,0.0007388381,0.0008028905,0.002030019,0.0012646],"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":[0.003009017,0.03775903,0.3235322,0.00431172,0.0003598741,0.002175385,0.2627264,0.0007647763,0.01207266,0.0006676728,0.008886256,0.3437349],"study_design_scores_gemma":[0.003353369,0.09407181,0.6190962,0.001387894,0.0006247017,0.00183222,0.2314329,0.005539434,0.009755557,0.0006403955,0.03188252,0.0003829421],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99571,0.00005479202,0.0008621663,0.0001602806,0.00002243943,0.002226019,0.0001052639,0.00003906018,0.0008199161],"genre_scores_gemma":[0.9803309,0.0002310278,0.0119959,0.0004318469,0.0000499879,0.005827212,0.0002527919,0.00003246375,0.0008478397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01661938,"threshold_uncertainty_score":0.08789277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1306469909596128,"score_gpt":0.4129616910008024,"score_spread":0.2823147000411896,"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."}}