{"id":"W4255189127","doi":"10.2196/preprints.30680","title":"An E–Mental Health Solution to Prevent and Manage Posttraumatic Stress Injuries Among First Responders in Alberta: Protocol for the Implementation and Evaluation of Text Messaging Services (Text4PTSI and Text4Wellbeing) (Preprint)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; MacEwan University; Alberta Health Services; University of Calgary; University of Alberta","funders":"","keywords":"Mental health; Anxiety; Depression (economics); Intervention (counseling); Posttraumatic stress; Psychology; Protocol (science); Medicine; Text messaging; Quality of life (healthcare); Clinical psychology; Internet privacy; Nursing; Psychiatry; Computer science; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02580233,0.002304127,0.002343338,0.002169543,0.008295834,0.002562626,0.00369594,0.002911604,0.05788371],"category_scores_gemma":[0.01752589,0.002264712,0.002755888,0.002879669,0.001854743,0.001461501,0.002373819,0.003780099,0.008134771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02899492,"about_ca_system_score_gemma":0.1209199,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2218429,"about_ca_topic_score_gemma":0.3051752,"domain_scores_codex":[0.9902828,0.004797525,0.001344805,0.0005694222,0.001320225,0.001685225],"domain_scores_gemma":[0.9847669,0.001911325,0.001479512,0.001042335,0.007902992,0.002896848],"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":[0.1482367,0.08375161,0.02231958,0.04052542,0.000874063,0.001430846,0.01228361,0.007717104,0.007074734,0.008048553,0.2076749,0.4600629],"study_design_scores_gemma":[0.2521849,0.07596768,0.1571003,0.02328074,0.001323087,0.0002428017,0.01641834,0.004367201,0.008433788,0.003208199,0.4567152,0.0007578563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003276732,0.00007217367,0.0005398009,0.0001946653,0.0001032104,0.9918792,0.002264191,0.0000416805,0.001628439],"genre_scores_gemma":[0.002315075,0.0001193986,0.002525905,0.0001773742,0.00002367598,0.9933153,0.0005540238,0.000004226695,0.0009650608],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7781571,"threshold_uncertainty_score":0.4411032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05099148262147862,"score_gpt":0.4695621390115333,"score_spread":0.4185706563900547,"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."}}