{"id":"W4282032916","doi":"10.37964/cr24758","title":"OPINION: The resilience myth: is it just in our heads?","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sadness; Mythology; Tragedy (event); Work (physics); Resilience (materials science); Intensive care; Psychological resilience; Psychology; History; Aesthetics; Social psychology; Art; Medicine; Engineering; Anger; Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007050883,0.0001271029,0.0002107822,0.0002764827,0.0004001583,0.00003339702,0.0007309565,0.00004303826,0.0006073325],"category_scores_gemma":[0.00002025738,0.0001087222,0.0001155555,0.000600001,0.0001166867,0.0001512443,0.00001558291,0.0008524143,0.0001401227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004610631,"about_ca_system_score_gemma":0.001239113,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008018144,"about_ca_topic_score_gemma":0.01046643,"domain_scores_codex":[0.9980814,0.0003587583,0.0003880564,0.000193322,0.0003042018,0.0006743023],"domain_scores_gemma":[0.9989493,0.00005970944,0.0002342836,0.0003015965,0.00004012073,0.0004149474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001444784,0.0001331928,0.01186766,0.00004704363,0.00004157563,0.000582828,0.09411228,0.0003409025,0.0001001183,0.004799276,0.849768,0.03806259],"study_design_scores_gemma":[0.0008898413,0.0007034446,0.0434581,0.000143122,0.00001361039,0.0004051457,0.7554429,0.00001805723,0.0001011634,0.0006195738,0.1979496,0.0002555552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.464506,0.0103724,0.00002909096,0.4716133,0.00856242,0.0006875764,0.00008816956,0.00001131423,0.04412975],"genre_scores_gemma":[0.9429762,0.00001113016,0.00000878149,0.0542151,0.000624471,0.00001170937,0.000001762726,0.00001554151,0.002135333],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6613305,"threshold_uncertainty_score":0.9985875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2184644213857947,"score_gpt":0.4131772882501874,"score_spread":0.1947128668643927,"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."}}