{"id":"W2921079094","doi":"10.2196/11643","title":"How New Technologies Can Improve Prediction, Assessment, and Intervention in Obsessive-Compulsive Disorder (e-OCD): Review","year":2019,"lang":"en","type":"review","venue":"JMIR Mental Health","topic":"Obsessive-Compulsive Spectrum Disorders","field":"Psychology","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); mHealth; Telemedicine; Psychological intervention; Obsessive compulsive; Digital health; Set (abstract data type); Psychology; Health care; Medicine; Computer science; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004123058,0.001140536,0.002935107,0.01082383,0.0004542386,0.002303683,0.001565454,0.002063022,0.003682146],"category_scores_gemma":[0.01969831,0.0005718044,0.003146284,0.007796156,0.0006904076,0.002988659,0.001043284,0.001231725,0.0005597037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001920852,"about_ca_system_score_gemma":0.005538489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004780909,"about_ca_topic_score_gemma":0.007477738,"domain_scores_codex":[0.9968736,0.000983388,0.001128378,0.0002720435,0.0006417797,0.0001008838],"domain_scores_gemma":[0.9821132,0.01450725,0.001639792,0.0001549388,0.001443584,0.0001412338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001158669,0.00004199689,0.0005284953,0.5881032,0.001452569,0.000131385,0.0003130161,0.0002195568,0.0002578465,0.001133366,0.007219939,0.4004828],"study_design_scores_gemma":[0.00008669441,0.0002251517,0.003619616,0.785866,0.01206382,0.0008586243,0.0004656459,0.0002014514,0.0004012725,0.001216363,0.1949325,0.00006296035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001138658,0.9991979,0.00007616763,0.0002286802,0.0001019158,0.00002692884,0.00003549601,0.000003791085,0.0002152224],"genre_scores_gemma":[0.001434172,0.9977869,0.0002860102,0.0002697451,0.00009092033,0.00004554702,0.00003087378,0.000001552627,0.00005423397],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01082383,"threshold_uncertainty_score":0.02180511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02911813397287319,"score_gpt":0.4048312632787632,"score_spread":0.3757131293058901,"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."}}