{"id":"W4283774244","doi":"10.4103/cjrm.cjrm_39_21","title":"Systemic challenges and resiliency in rural family practice","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"","keywords":"Burnout; Empathy; Psychology; Qualitative research; Psychological resilience; Grounded theory; Coping (psychology); Sociology; Social psychology; Clinical psychology; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003086831,0.0001386305,0.0004811468,0.0005507029,0.0007367936,0.000003103544,0.0002523608,0.0001048958,0.0004512192],"category_scores_gemma":[0.001521766,0.0001028143,0.00003177753,0.000231144,0.000106516,0.0001971254,0.00005188401,0.0018143,0.000006092147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000616291,"about_ca_system_score_gemma":0.003162281,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03742544,"about_ca_topic_score_gemma":0.02266411,"domain_scores_codex":[0.9963506,0.001528129,0.000985432,0.0001021069,0.0004485346,0.0005852292],"domain_scores_gemma":[0.9970413,0.0009635855,0.0005943743,0.0001605282,0.0003314411,0.0009088041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009335293,0.00009139834,0.1731826,0.002208624,0.000123723,0.004235616,0.1818685,0.00003013021,0.0009715917,0.01745879,0.06014394,0.5587516],"study_design_scores_gemma":[0.00255274,0.0009333293,0.1267118,0.01145084,0.00003774543,0.001105529,0.7715749,0.00002072059,5.036748e-7,0.0009874428,0.08444808,0.0001762762],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6106238,0.2758598,0.000002445993,0.1058968,0.002903993,0.000372202,0.0000159084,0.000006410849,0.004318707],"genre_scores_gemma":[0.9821622,0.01236687,0.00003606976,0.004125753,0.0007617911,0.00003007487,0.000004000644,0.00001745951,0.0004957283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5897064,"threshold_uncertainty_score":0.9951697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06730686892082888,"score_gpt":0.4066104216586015,"score_spread":0.3393035527377726,"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."}}