{"id":"W2072623500","doi":"10.7771/2327-2937.1056","title":"Is Performance Variability Necessary? A Qualitative Study on Cognitive Resilience in Forestry Work","year":2013,"lang":"en","type":"article","venue":"Human performance in extreme environments","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Response Biomedical (Canada); Workers Compensation Board of British Columbia","funders":"","keywords":"Work (physics); Perspective (graphical); Resilience (materials science); Psychological resilience; Cognition; Foundation (evidence); Forestry; Computer science; Environmental resource management; Psychology; Risk analysis (engineering); Engineering; Business; Social psychology; Geography; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002934227,0.0003086213,0.0004023921,0.0003156266,0.0007961977,0.00001318334,0.0003950328,0.0002143547,0.002486121],"category_scores_gemma":[0.0002196734,0.0002832311,0.0000391649,0.0005687654,0.0002343123,0.0007127775,0.0002242504,0.001616512,0.002777458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007476237,"about_ca_system_score_gemma":0.0001487874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004827139,"about_ca_topic_score_gemma":0.0001352036,"domain_scores_codex":[0.9945399,0.001559205,0.001111351,0.0007446266,0.0009304665,0.00111443],"domain_scores_gemma":[0.997583,0.001364287,0.0002491776,0.0005320051,0.00004810005,0.0002234871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004452541,0.001025795,0.951192,0.0001860261,0.000007299492,0.000003203873,0.04317137,0.00007234295,0.00001382601,0.00001272967,0.0001224006,0.003747793],"study_design_scores_gemma":[0.002423912,0.0007198782,0.9679639,0.0007213629,0.000003523212,1.592423e-7,0.02651292,0.001111788,0.00001517131,0.0002102444,0.00006517076,0.0002519656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861611,0.00002014121,0.00001254473,0.0001709904,0.0001292507,0.004025577,0.0000128662,0.00002080127,0.009446749],"genre_scores_gemma":[0.9943662,0.000100294,0.0000340033,0.0004443256,0.00008187701,0.002788692,0.00003551742,0.00003056343,0.002118554],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01677195,"threshold_uncertainty_score":0.999962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1961469489746313,"score_gpt":0.464799031900239,"score_spread":0.2686520829256077,"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."}}