{"id":"W4313948729","doi":"10.2196/43263","title":"Medical Student Experiences of Engaging in a Psychological Flexibility Skill Training App for Burnout and Well-being: Pilot Feasibility Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of New England","keywords":"Psychological intervention; Applied psychology; Burnout; Medical education; Psychology; Flexibility (engineering); Helpfulness; Clinical psychology; Medicine; Nursing; Social psychology","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":[0.007231754,0.0007276002,0.0007402478,0.000761615,0.002091496,0.001767005,0.0008525508,0.001445311,0.003492225],"category_scores_gemma":[0.01407751,0.0007522968,0.001020804,0.0002671655,0.001012744,0.001224623,0.002234059,0.001905601,0.00109035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006430746,"about_ca_system_score_gemma":0.002755719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001182449,"about_ca_topic_score_gemma":0.002970144,"domain_scores_codex":[0.9970828,0.001286915,0.0002149051,0.0002648705,0.0005051441,0.0006454241],"domain_scores_gemma":[0.9931126,0.002723574,0.0004965538,0.0005225443,0.001402147,0.001742472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.009551492,0.3008376,0.2408689,0.004519853,0.0005198718,0.005151303,0.1341942,0.001054659,0.02504585,0.0006216274,0.006869788,0.2707649],"study_design_scores_gemma":[0.005050618,0.3216523,0.5071179,0.001513876,0.0007224021,0.0040858,0.1083253,0.004432598,0.01361442,0.0008379699,0.0321852,0.0004615648],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925665,0.00007007467,0.001193064,0.0001868984,0.00003530757,0.004889165,0.0001474045,0.00004184066,0.0008698038],"genre_scores_gemma":[0.9774844,0.000361386,0.008222553,0.0006611155,0.00006330993,0.01135548,0.0001691381,0.00002409875,0.001658513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007231754,"threshold_uncertainty_score":0.03824562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3361609568001022,"score_gpt":0.6336841807076374,"score_spread":0.2975232239075352,"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."}}