{"id":"W4285364236","doi":"10.2196/33717","title":"Developing, Implementing, and Evaluating an Artificial Intelligence–Guided Mental Health Resource Navigation Chatbot for Health Care Workers and Their Families During and Following the COVID-19 Pandemic: Protocol for a Cross-sectional Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Toronto; University of Saskatchewan; University of Alberta","funders":"Mitacs; University of Alberta","keywords":"Mental health; Health care; Nursing; Mental illness; Medicine; Psychology; Psychiatry","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":[0.03245605,0.003248172,0.004564675,0.002870035,0.007555239,0.002990172,0.003394574,0.005060978,0.03074101],"category_scores_gemma":[0.02633556,0.00328788,0.005168989,0.002616234,0.003535456,0.003294543,0.002522399,0.006078067,0.006046811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01415452,"about_ca_system_score_gemma":0.0431343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04607707,"about_ca_topic_score_gemma":0.06163851,"domain_scores_codex":[0.9873958,0.005759571,0.00199124,0.0009985174,0.001697961,0.002156869],"domain_scores_gemma":[0.9787216,0.004376988,0.00302689,0.001965771,0.009647868,0.002260928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.2705054,0.2554437,0.04502662,0.07139926,0.002756621,0.002819546,0.03342483,0.008156792,0.008187643,0.006878963,0.06583885,0.2295619],"study_design_scores_gemma":[0.3427386,0.3161151,0.127376,0.02040749,0.002460617,0.0003203808,0.03843902,0.004080346,0.006748472,0.00536368,0.1348739,0.001076401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.008207798,0.00007396763,0.0006368582,0.000086909,0.00006031952,0.9895021,0.0008856846,0.00002230522,0.0005240231],"genre_scores_gemma":[0.003049559,0.00006704728,0.001161315,0.00009468428,0.000009042478,0.9952161,0.0001713324,0.000002134213,0.0002287677],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04607707,"threshold_uncertainty_score":0.1716461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6393160088990043,"score_gpt":0.7047634720808343,"score_spread":0.06544746318183003,"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."}}