{"id":"W4404298722","doi":"10.2196/51101","title":"Resilience Training Web App for National Health Service Keyworkers: Pilot Usability Study","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Usability; Resilience (materials science); World Wide Web; Computer science; Training (meteorology); Human–computer interaction; Geography; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009037153,0.0006108223,0.0006435491,0.0007212527,0.001216184,0.00109972,0.0007136824,0.001023893,0.003135004],"category_scores_gemma":[0.01707457,0.000422562,0.0007923975,0.0003145501,0.000563148,0.001063869,0.00124552,0.0008030491,0.0005156733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006841703,"about_ca_system_score_gemma":0.001952131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002377348,"about_ca_topic_score_gemma":0.006087344,"domain_scores_codex":[0.9976791,0.001165404,0.0002325804,0.0002184164,0.0003915055,0.0003130306],"domain_scores_gemma":[0.9881085,0.007878397,0.0005001507,0.000622849,0.002158459,0.0007317192],"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":[0.008662296,0.06478093,0.1386378,0.01256352,0.0005506797,0.00615076,0.1590499,0.001423815,0.0298199,0.0005244379,0.01845736,0.5593787],"study_design_scores_gemma":[0.005930668,0.168928,0.5412815,0.00751902,0.001568007,0.004799633,0.1639262,0.008338544,0.02022487,0.001090047,0.07587489,0.0005185488],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902287,0.0001943221,0.002174215,0.0002652168,0.00006289727,0.005120915,0.0002251716,0.0001711877,0.00155749],"genre_scores_gemma":[0.9616652,0.0007284128,0.02058159,0.0007240606,0.00006189785,0.01261505,0.0003958949,0.00009159432,0.00313629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009037153,"threshold_uncertainty_score":0.04779363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324729765666713,"score_gpt":0.5426483349716137,"score_spread":0.4101753584049423,"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."}}