{"id":"W4404787601","doi":"10.22215/apb.v1i2.5011","title":"Online Therapy to Treat Mental Health Concerns Among Police and Other Public Safety Personnel","year":2024,"lang":"en","type":"article","venue":"Applied police briefings :","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Psychology; Public health; Medicine; Psychiatry; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002134104,0.0003059506,0.0003222294,0.0002330218,0.0003087077,0.0002158906,0.000228957,0.0001129626,0.0006546595],"category_scores_gemma":[0.000002533114,0.0002975142,0.0001094719,0.0004248637,0.0001731592,0.0001583143,0.000104113,0.0002435613,0.0005651583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002958284,"about_ca_system_score_gemma":0.00008069706,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1301316,"about_ca_topic_score_gemma":0.00739083,"domain_scores_codex":[0.997816,0.00005677445,0.0004912182,0.0006419008,0.0002019055,0.0007922598],"domain_scores_gemma":[0.998889,0.0001002637,0.00009785119,0.0003308076,0.0000179516,0.0005640785],"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":[0.0003714989,0.001464589,0.0009758021,0.0002921096,0.0003092047,0.000004029085,0.2435186,6.891082e-7,0.0002899429,0.2799646,0.1412571,0.3315519],"study_design_scores_gemma":[0.00198639,0.000707801,0.01317568,0.000240296,0.00001297928,0.00007868894,0.01557111,0.00001945987,0.0001444059,0.0003569758,0.9671682,0.0005380893],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8581809,0.001071986,0.00007545284,0.04672359,0.0005636159,0.00133561,0.001236817,0.0005181869,0.09029383],"genre_scores_gemma":[0.9533451,0.00002941286,0.0001173742,0.0376789,0.0004026196,0.0001742377,0.00009425328,0.0001079397,0.00805013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.825911,"threshold_uncertainty_score":0.9999477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05490537837011877,"score_gpt":0.3841007722626278,"score_spread":0.3291953938925091,"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."}}