{"id":"W3116065954","doi":"10.2196/23712","title":"Digitalizing a Brief Intervention to Reduce Intrusive Memories of Psychological Trauma: Qualitative Interview Study","year":2020,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intervention (counseling); Psychological intervention; Applied psychology; Psychology; Video feedback; Qualitative research; Medical education; Computer science; Multimedia; Medicine; Psychiatry","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":[0.0143146,0.0008194365,0.0006954538,0.002103135,0.005882295,0.002454942,0.00196722,0.001565799,0.002910459],"category_scores_gemma":[0.01955047,0.0007368195,0.0004239161,0.001762165,0.007294389,0.003019354,0.005147371,0.002511148,0.0004533248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005739959,"about_ca_system_score_gemma":0.005747766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004041205,"about_ca_topic_score_gemma":0.005979698,"domain_scores_codex":[0.9926092,0.005240778,0.0002822076,0.0004386953,0.0005267443,0.0009023378],"domain_scores_gemma":[0.9826692,0.01340525,0.0009821055,0.0003491866,0.001457273,0.001136933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005571435,0.0001245256,0.001707038,0.0003616788,0.000004243829,0.0007899075,0.9849135,0.00008133175,0.002132118,0.001117654,0.0004757153,0.008236533],"study_design_scores_gemma":[0.00001168661,0.0001316598,0.001350102,0.0003324974,0.000005138942,0.0002634345,0.9883894,0.0001992166,0.0009091481,0.0004331334,0.007957347,0.00001718651],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977616,0.0009516288,0.01082765,0.002160894,0.00009636845,0.00205375,0.0003547064,0.00004893688,0.005890077],"genre_scores_gemma":[0.9814135,0.001699882,0.008482586,0.001332948,0.00003921666,0.002879058,0.0002207687,0.00004260551,0.0038894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0143146,"threshold_uncertainty_score":0.0757038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1786355566205996,"score_gpt":0.5436250475326088,"score_spread":0.3649894909120092,"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."}}