{"id":"W4378781580","doi":"10.2196/40327","title":"Mobile Health Requirements for the Occupational Health Assessment of Health Care Professionals: Delphi Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychosocial; Health care; Delphi method; Nursing; mHealth; Workload; Medicine; Burnout; Psychology; Psychological intervention; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.04875267,0.0001515443,0.0004305542,0.0006854554,0.005090339,0.000104777,0.001148429,0.00007581765,0.00008340522],"category_scores_gemma":[0.00051964,0.0001103071,0.0001127543,0.002695348,0.0005847256,0.0003914826,0.0006169821,0.0007073638,0.00003121389],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002462189,"about_ca_system_score_gemma":0.01216548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004912959,"about_ca_topic_score_gemma":0.002115314,"domain_scores_codex":[0.9854196,0.006082573,0.001095887,0.0004155237,0.005200039,0.001786397],"domain_scores_gemma":[0.9942883,0.002620221,0.0004819641,0.0005189906,0.00178566,0.0003048524],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001051473,0.001489194,0.007603825,0.0009384534,0.00009296785,9.91702e-7,0.5291969,0.00002908876,0.000003557504,0.01308126,0.3026274,0.1448312],"study_design_scores_gemma":[0.0008175063,0.006365138,0.07037289,0.0002784997,0.000001241409,2.185293e-7,0.8760585,0.0007517544,0.000009198627,0.001083036,0.04412714,0.0001349016],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4963992,0.008118378,0.01639902,0.2259685,0.002833788,0.2337756,0.003315158,0.001736889,0.0114535],"genre_scores_gemma":[0.9820223,0.0004265828,0.0006110296,0.0002516439,0.0001078734,0.01592756,0.000127235,0.00002623664,0.0004995326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4856232,"threshold_uncertainty_score":0.9962049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4824886834064358,"score_gpt":0.7014981473158827,"score_spread":0.2190094639094469,"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."}}