{"id":"W4396748593","doi":"10.1111/bjc.12468","title":"Using machine learning to increase access to and engagement with trauma‐focused interventions for posttraumatic stress disorder","year":2024,"lang":"en","type":"review","venue":"British Journal of Clinical Psychology","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Toronto Metropolitan University","funders":"","keywords":"Psychology; Posttraumatic stress; Psychological intervention; Emotional trauma; Clinical psychology; Psychotherapist; Psychiatry","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":[0.003452194,0.0004561438,0.002842286,0.0007312976,0.0001755841,0.0003847728,0.0008393918,0.0003954264,0.0003593153],"category_scores_gemma":[0.001173659,0.0004133667,0.001620224,0.0005296948,0.0001634975,0.0002247979,0.0003000166,0.00208722,0.00008696186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009070308,"about_ca_system_score_gemma":0.0001200606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002335713,"about_ca_topic_score_gemma":0.0009666091,"domain_scores_codex":[0.9920115,0.001672978,0.004667154,0.0007999214,0.0002729351,0.0005754507],"domain_scores_gemma":[0.9956822,0.001295135,0.001638713,0.0003465509,0.0002348145,0.0008025882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003707082,0.001987205,0.0001249866,0.01072592,0.001141052,0.0005036748,0.00007952755,0.000003780573,1.206256e-8,0.0001015829,0.004241818,0.9807197],"study_design_scores_gemma":[0.002986219,0.01049625,0.001442807,0.1559457,0.003540642,0.006787202,0.0001163947,0.000007968545,5.02756e-8,0.0005013432,0.8175727,0.0006027523],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007057747,0.9768597,0.006670976,0.0008349063,0.004234247,0.002708874,0.0008806522,0.0000427822,0.0007101298],"genre_scores_gemma":[0.006500421,0.9710989,0.01499035,0.00213807,0.001424326,0.0007644875,0.0001919618,0.000477336,0.002414134],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.980117,"threshold_uncertainty_score":0.9998318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5483211211388367,"score_gpt":0.6414835220917349,"score_spread":0.09316240095289818,"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."}}