{"id":"W2950067871","doi":"10.2196/14677","title":"Investigating the Relationship Between Resilience, Stress-Coping Strategies, and Learning Approaches to Predict Academic Performance in Undergraduate Medical Students: Protocol for a Proof-of-Concept Study","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Coping (psychology); Protocol (science); Proof of concept; Psychology; Mathematics education; Medical education; Psychological resilience; Computer science; Medicine; Social psychology; Clinical psychology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.02884403,0.003273368,0.005297523,0.001676021,0.003075161,0.001896055,0.002935312,0.004412444,0.03095645],"category_scores_gemma":[0.02433024,0.001827107,0.00351755,0.001522003,0.002712029,0.001732922,0.002426706,0.005597691,0.007504239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002671825,"about_ca_system_score_gemma":0.01410124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00101385,"about_ca_topic_score_gemma":0.001528514,"domain_scores_codex":[0.9864988,0.007540258,0.001665441,0.001177112,0.001696356,0.001421947],"domain_scores_gemma":[0.9844824,0.004088315,0.002358763,0.002643287,0.004565906,0.001861355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.3370617,0.2349683,0.01501965,0.04099049,0.001411408,0.002079307,0.007955157,0.009702034,0.03386111,0.01329502,0.02905004,0.2746058],"study_design_scores_gemma":[0.2752618,0.4286906,0.06314517,0.01022878,0.001486298,0.0005011801,0.005368104,0.009328001,0.0208215,0.00818739,0.1762202,0.0007610491],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005668806,0.0000900746,0.001744626,0.000104874,0.0001413541,0.9914598,0.0003845902,0.00003190376,0.0003739751],"genre_scores_gemma":[0.001688494,0.00006367183,0.002541643,0.0000528136,0.00002059078,0.9953452,0.0000553506,0.00000198974,0.0002302126],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03095645,"threshold_uncertainty_score":0.1525436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5838754628393374,"score_gpt":0.6239966692858863,"score_spread":0.04012120644654882,"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."}}