{"id":"W4401498926","doi":"10.1177/21676968241273276","title":"Shifting the Resilience Narrative: A Qualitative Study of Resilience in the Canadian Post-secondary Context","year":2024,"lang":"en","type":"article","venue":"Emerging Adulthood","topic":"Resilience and Mental Health","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"Strategy for Patient-Oriented Research","keywords":"Operationalization; Stressor; Context (archaeology); Psychological resilience; Psychology; Narrative; Mental health; Qualitative research; Resilience (materials science); Social psychology; Developmental psychology; Sociology; Clinical psychology; Geography; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002791323,0.0001764243,0.0002101987,0.0002359792,0.0006525544,0.00006642557,0.0006705872,0.00006163192,0.0002579772],"category_scores_gemma":[0.0002925516,0.0001065639,0.0000564614,0.001103903,0.0003437241,0.0002043593,0.00004195818,0.0006685594,0.00007142057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000155233,"about_ca_system_score_gemma":0.0006280658,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3883049,"about_ca_topic_score_gemma":0.7266356,"domain_scores_codex":[0.9963478,0.001682551,0.0005235455,0.0004785953,0.0003926864,0.0005748133],"domain_scores_gemma":[0.9984129,0.0007720021,0.0001044858,0.0004915618,0.0001080541,0.0001109932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004750439,0.0001516439,0.002080614,0.00004900978,0.00002053062,0.00008062253,0.957327,0.00001032606,0.00004612734,0.003809171,0.0009750081,0.03540241],"study_design_scores_gemma":[0.0003589574,0.0006657013,0.0708722,0.000187082,0.000008968476,0.00002202696,0.926269,0.00004368391,0.0000211005,0.0003918145,0.001046968,0.0001124988],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809172,0.002891067,0.000007902737,0.003442586,0.0005145635,0.0008912347,0.00002230923,0.00002687807,0.01128631],"genre_scores_gemma":[0.9981997,0.00001605593,0.00001889208,0.001015095,0.00006059026,0.0001530279,0.000003693887,0.00001612766,0.0005168208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3383307,"threshold_uncertainty_score":0.6157685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763317748482362,"score_gpt":0.423334922602696,"score_spread":0.3957017451178723,"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."}}