{"id":"W2943077981","doi":"10.2196/13230","title":"Teens Using Screens for Help: Impact of Suicidal Ideation, Anxiety, and Depression Levels on Youth Preferences for Telemental Health Resources","year":2019,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Robert Wood Johnson Foundation","keywords":"Suicidal ideation; Anxiety; Mental health; Depression (economics); Psychiatry; Psychology; Clinical psychology; Logistic regression; Medicine; Suicide prevention; Poison control; Medical emergency","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005825368,0.0002346495,0.0005841015,0.0002208003,0.0002781896,0.00001361983,0.00006523454,0.00006912137,0.00005344036],"category_scores_gemma":[0.00002624844,0.0001822457,0.0001202822,0.0001526924,0.0000456397,0.0001224934,0.0000340957,0.0001198927,0.000001172976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004930082,"about_ca_system_score_gemma":0.0005233731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003870349,"about_ca_topic_score_gemma":0.0003292426,"domain_scores_codex":[0.9977311,0.00007987769,0.0008008629,0.0004123323,0.0003938647,0.0005819896],"domain_scores_gemma":[0.9986151,0.0001077447,0.0005967161,0.0002062203,0.0001078057,0.0003664421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002453069,0.0003633637,0.9120225,0.002242285,0.00008208419,1.335956e-7,0.007776869,0.000009707037,0.002434589,0.0000529644,0.004403478,0.06815893],"study_design_scores_gemma":[0.01261548,0.01834595,0.9445897,0.001034197,0.0000447712,0.00003098155,0.01934856,0.0009228807,0.001887115,0.0001004056,0.000839669,0.0002402319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988694,0.0003421911,0.0004307307,0.001090773,0.0001460936,0.007263913,0.001948052,0.00003892601,0.00004535031],"genre_scores_gemma":[0.9931496,0.00008087393,0.003707075,0.001527632,0.0002378332,0.00009788032,0.001102453,0.00003699044,0.0000596288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0679187,"threshold_uncertainty_score":0.7431763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09106265271668891,"score_gpt":0.4372689150934381,"score_spread":0.3462062623767492,"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."}}