{"id":"W3037043100","doi":"10.2196/18392","title":"The Association Between App-Administered Depression Assessments and Suicidal Ideation in User Comments: Retrospective Observational Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Institutes of Health","keywords":"Helpfulness; Suicidal ideation; Depression (economics); Observational study; Medicine; Mobile apps; Psychology; Psychiatry; Suicide prevention; Poison control; World Wide Web; Computer science; Medical emergency; Internal medicine","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":[0.005130128,0.0004111822,0.0007833522,0.002220687,0.0009973862,0.001228949,0.000681727,0.0007831096,0.001295951],"category_scores_gemma":[0.02349046,0.0008472836,0.001175041,0.001819972,0.0007736782,0.001672457,0.001375216,0.00122846,0.0005622813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009689808,"about_ca_system_score_gemma":0.001105146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006670748,"about_ca_topic_score_gemma":0.0086839,"domain_scores_codex":[0.9951036,0.001564933,0.001173239,0.0007318762,0.00104301,0.000383394],"domain_scores_gemma":[0.9804693,0.005821547,0.007674946,0.0009862671,0.004058788,0.0009890565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002427208,0.0003303466,0.9851111,0.0004944985,0.0001269164,0.0002291391,0.006911494,0.00003600258,0.0003121621,0.00004270539,0.0004852468,0.005677662],"study_design_scores_gemma":[0.00002864693,0.0008005053,0.9852923,0.000346448,0.000150538,0.0008856895,0.01052666,0.0004026228,0.0002359755,0.00004977528,0.001233489,0.00004728795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973226,0.0004926531,0.0004130717,0.00005299887,0.00001043503,0.0004266333,0.0008505474,0.000009830442,0.0004211909],"genre_scores_gemma":[0.996658,0.0004626995,0.0008874346,0.0001390206,0.00001732893,0.0007688083,0.000848642,0.0000104913,0.0002075079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006670748,"threshold_uncertainty_score":0.02713102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2152827468717407,"score_gpt":0.5091658971334918,"score_spread":0.293883150261751,"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."}}