{"id":"W4385220020","doi":"10.1177/20552076231184052","title":"Complex interactive multimodal intervention to improve personalized stress management among healthcare workers in China: A knowledge translation protocol","year":2023,"lang":"en","type":"article","venue":"Digital Health","topic":"Mental Health Research Topics","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital","funders":"Fundamental Research Funds for the Central Universities; Key Technologies Research and Development Program","keywords":"Intervention (counseling); Psychological intervention; Coaching; Stress management; Health care; Protocol (science); Medicine; Anxiety; Perceived Stress Scale; Psychology; Nursing; Applied psychology; Stress (linguistics); Clinical psychology; Alternative medicine; Psychiatry; Psychotherapist","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":[0.0007301496,0.0002400477,0.000354087,0.0006240775,0.0001464292,0.00009572577,0.000252954,0.00009580688,0.0002029909],"category_scores_gemma":[0.0000276156,0.0002467879,0.000117701,0.0009983307,0.00007233409,0.0003378374,0.0001390537,0.0004347993,0.0005346462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009707235,"about_ca_system_score_gemma":0.0001042452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005136201,"about_ca_topic_score_gemma":0.004602013,"domain_scores_codex":[0.9967909,0.0004532497,0.0007628026,0.0006568949,0.0003617313,0.0009743935],"domain_scores_gemma":[0.9988182,0.0001273865,0.0001780467,0.0003233411,0.00005666056,0.0004963484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00171963,0.0009843411,0.05716734,0.002906405,0.00004246906,0.00004498254,0.02060374,0.00001167715,0.000001432731,0.0008843139,0.001923096,0.9137106],"study_design_scores_gemma":[0.005853864,0.001475554,0.9605352,0.001108217,0.000002103397,0.000002369993,0.0205133,0.002468069,0.000005208242,0.0002992632,0.007467373,0.0002694274],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6891301,0.00009427789,0.001770879,0.009395634,0.001293977,0.2658141,0.0009272639,0.0006394043,0.03093441],"genre_scores_gemma":[0.9204954,0.000002766555,0.00018608,0.0001754897,0.00008388866,0.07518881,0.0004117706,0.00004719516,0.003408593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9134411,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1256244460052585,"score_gpt":0.5030170943749803,"score_spread":0.3773926483697219,"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."}}