{"id":"W3035108209","doi":"10.1177/2055207620932336","title":"Features of YouTube <sup>™</sup> videos produced by individuals who self-identify with borderline personality disorder","year":2020,"lang":"en","type":"article","venue":"Digital Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Upload; Borderline personality disorder; Mental health; Psychology; Coping (psychology); Personality; Internet privacy; Applied psychology; Clinical psychology; Social psychology; Psychiatry; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003199045,0.0003834937,0.0006782315,0.00009990241,0.0001657942,0.0001705309,0.0004193225,0.0001363844,0.0002039345],"category_scores_gemma":[0.0001091431,0.0003356448,0.0001707808,0.0005846107,0.0001715342,0.0007335631,0.000133718,0.0004357677,0.000190494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127907,"about_ca_system_score_gemma":0.0002448937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007133926,"about_ca_topic_score_gemma":0.00005248689,"domain_scores_codex":[0.9965516,0.0001722893,0.0009958873,0.00085102,0.0006214753,0.0008077617],"domain_scores_gemma":[0.9980734,0.0001191513,0.0004750299,0.0005132512,0.000162155,0.0006570067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001874266,0.01609909,0.2280187,0.007068154,0.001520765,0.00005071184,0.05340324,0.00003153763,0.00001416776,0.01818998,0.4382451,0.2354843],"study_design_scores_gemma":[0.01689366,0.03666811,0.4752519,0.002311192,0.0002605057,0.0002544902,0.02577233,0.0002029856,0.0008630888,0.001983201,0.4361641,0.003374498],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371839,0.002561196,0.0001699774,0.03021486,0.0002146965,0.002119308,0.006861261,0.0004315888,0.02024324],"genre_scores_gemma":[0.9933054,0.00001071731,0.0001532957,0.00353207,0.0001203951,0.0001159625,0.0009040715,0.00008173917,0.00177629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2472332,"threshold_uncertainty_score":0.9999096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434567765501011,"score_gpt":0.3544835363893709,"score_spread":0.3301378587343608,"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."}}