{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005977799,0.002322794,0.004052657,0.00199708,0.002828702,0.00111642,0.002290255,0.003049131,0.0434052],"category_scores_gemma":[0.005565883,0.001062088,0.002556085,0.001099053,0.001332775,0.001093184,0.001748634,0.002542864,0.003068117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002937034,"about_ca_system_score_gemma":0.01454043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005026232,"about_ca_topic_score_gemma":0.007219197,"domain_scores_codex":[0.9971975,0.001123854,0.0004636282,0.0003726236,0.000359028,0.0004833506],"domain_scores_gemma":[0.9984664,0.0003812226,0.0002103768,0.0001836539,0.0004316944,0.0003268095],"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":[0.2022572,0.1120704,0.004884804,0.07795656,0.001636723,0.001859147,0.004315258,0.004904037,0.008515575,0.004148411,0.04198074,0.5354711],"study_design_scores_gemma":[0.6322489,0.1720154,0.05143053,0.01267727,0.004475059,0.0003110371,0.002517578,0.006118695,0.007242073,0.004760573,0.1056982,0.0005046326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0306345,0.0006128246,0.002058137,0.0006654817,0.0002934199,0.9615949,0.00188735,0.000151982,0.002101445],"genre_scores_gemma":[0.01912615,0.0004203018,0.005041508,0.0003754775,0.0000603869,0.9729623,0.0004070611,0.000008653485,0.001598235],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0434052,"threshold_uncertainty_score":0.1452049,"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."}}