{"id":"W3124819461","doi":"10.2196/25019","title":"mPulse Mobile Sensing Model for Passive Detection of Impulsive Behavior: Exploratory Prediction Study","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Impulsivity; Computer science; Mobile phone; mHealth; Cognition; Mobile device; Android (operating system); Human–computer interaction; Psychology; Developmental psychology; Psychological intervention; Telecommunications","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":[0.005790002,0.00141691,0.001087634,0.00175119,0.0005552928,0.001424147,0.001474072,0.0009820299,0.004038139],"category_scores_gemma":[0.009918735,0.0005722062,0.001838318,0.001026644,0.0003057742,0.0009799635,0.001054966,0.001992334,0.0008549482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001116296,"about_ca_system_score_gemma":0.001086278,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02803634,"about_ca_topic_score_gemma":0.01444432,"domain_scores_codex":[0.9989374,0.0005954222,0.00005182972,0.0002151524,0.00009627798,0.0001040217],"domain_scores_gemma":[0.9910993,0.007137796,0.0004350281,0.0003451051,0.0007471484,0.0002355528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002945565,0.004333746,0.5892479,0.0002873045,0.001244653,0.0006410817,0.001090289,0.2979859,0.001506786,0.003193563,0.004218066,0.09330531],"study_design_scores_gemma":[0.00003937187,0.0004147138,0.02097991,0.00002561762,0.00009313044,0.00004950547,0.0001319729,0.9773392,0.0001524219,0.0004941239,0.000262466,0.0000175124],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9698381,0.0002101692,0.02691208,0.0002732452,0.00003053204,0.0003211296,0.0009697478,0.0003013976,0.001143521],"genre_scores_gemma":[0.9806117,0.0001238836,0.01635097,0.0000437584,0.0000171792,0.0004390515,0.001267444,0.00002270769,0.001123308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02803634,"threshold_uncertainty_score":0.05574632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04340536038009313,"score_gpt":0.415769430840558,"score_spread":0.3723640704604648,"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."}}