{"id":"W3199144088","doi":"10.2196/26031","title":"Automated Monitoring of Suicidal Adolescents’ Digital Media Use: Qualitative Study Exploring Acceptability Within Clinical Care","year":2021,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Mental Health; Once Upon A Time Foundation; Klingenstein Third Generation Foundation; Healthwise; American Foundation for Suicide Prevention","keywords":"Social media; Thematic analysis; Focus group; Context (archaeology); Digital media; Psychology; Suicide prevention; Qualitative research; Qualitative property; Data collection; Poison control; Medicine; Clinical psychology; Medical emergency; World Wide Web; Computer science","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":[0.02477133,0.0004887962,0.000846535,0.001381032,0.005623102,0.003687371,0.002031089,0.001620965,0.001830818],"category_scores_gemma":[0.04375366,0.0007880736,0.000451828,0.001168288,0.008149274,0.003700357,0.005574295,0.003063295,0.0002252301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006068122,"about_ca_system_score_gemma":0.007256396,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005726836,"about_ca_topic_score_gemma":0.009168626,"domain_scores_codex":[0.9805784,0.01578565,0.0007704691,0.0007269585,0.0008919887,0.001246504],"domain_scores_gemma":[0.9581693,0.03044778,0.003711853,0.0007393943,0.003355827,0.003575839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002617304,0.00003764524,0.004989348,0.0001338877,0.000004240149,0.0003798613,0.9916205,0.00001440296,0.0002984259,0.0003334555,0.0001641411,0.001997898],"study_design_scores_gemma":[0.000004117062,0.0000530152,0.00164145,0.0001517112,0.000003285336,0.0001462798,0.9960585,0.00004374361,0.0001220687,0.0000786753,0.001689512,0.000007697437],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955953,0.0004776332,0.0009403717,0.001437306,0.00003132008,0.0002193759,0.00007305655,0.00001014055,0.001215486],"genre_scores_gemma":[0.9971452,0.0005051635,0.0009457577,0.0005855151,0.00001191737,0.0003296926,0.00003705491,0.00001149908,0.0004281393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02477133,"threshold_uncertainty_score":0.1310049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2129512865906051,"score_gpt":0.504155728853672,"score_spread":0.2912044422630669,"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."}}