{"id":"W4212892047","doi":"10.2196/30680","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)","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; MacEwan University; Alberta Health Services; University of Calgary; University of Alberta","funders":"University of Alberta; Government of Alberta; Alberta Health Services","keywords":"Mental health; Anxiety; Depression (economics); Intervention (counseling); Quality of life (healthcare); Protocol (science); Psychology; Medicine; Clinical psychology; Nursing; Psychiatry; Alternative medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.02399075,0.002423332,0.002138866,0.001957522,0.007174809,0.002144763,0.003677398,0.002806155,0.0445625],"category_scores_gemma":[0.01247952,0.001889658,0.002398705,0.002616087,0.001691631,0.001278385,0.00201894,0.003254463,0.005423374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02680899,"about_ca_system_score_gemma":0.1041803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1966851,"about_ca_topic_score_gemma":0.3350421,"domain_scores_codex":[0.9915202,0.004329285,0.000960693,0.0004951613,0.001046979,0.001647594],"domain_scores_gemma":[0.9891039,0.001378105,0.001143973,0.0007594748,0.005357536,0.002257033],"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":[0.1573483,0.103436,0.02855433,0.037181,0.0008556093,0.002256558,0.01287017,0.009835323,0.01127101,0.008955883,0.1480265,0.4794092],"study_design_scores_gemma":[0.2414155,0.08564212,0.1991065,0.0198456,0.001406001,0.0003590864,0.01666594,0.006026968,0.01029907,0.003649136,0.4147821,0.0008020239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004634576,0.00007957449,0.0006890445,0.0001783352,0.00006556878,0.9907175,0.001803467,0.00004250291,0.001789362],"genre_scores_gemma":[0.00351148,0.0001515101,0.003774595,0.0001704195,0.00001723993,0.9908586,0.000516939,0.000004319937,0.0009949186],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8033149,"threshold_uncertainty_score":0.3910805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1947314450023772,"score_gpt":0.6217224052198032,"score_spread":0.4269909602174259,"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."}}