{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01255531,0.0004414225,0.000682249,0.00151471,0.01236327,0.003969905,0.001606565,0.001354254,0.00184246],"category_scores_gemma":[0.01913199,0.0004578985,0.0002624014,0.001449127,0.017295,0.002761654,0.004311737,0.003082863,0.0001425236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01084979,"about_ca_system_score_gemma":0.01085864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1027413,"about_ca_topic_score_gemma":0.1858161,"domain_scores_codex":[0.9897338,0.006642457,0.0002542793,0.0005667208,0.0009330948,0.001869694],"domain_scores_gemma":[0.9766466,0.01804125,0.001294612,0.0004699156,0.001537031,0.002010579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001220049,0.00002390409,0.002899573,0.00003884848,0.000001670162,0.0003142911,0.9946029,0.00002173414,0.0002530887,0.0003771448,0.0001351627,0.001319477],"study_design_scores_gemma":[8.763559e-7,0.00001580702,0.002210173,0.0000366585,0.000001146086,0.00004866597,0.9963722,0.00002991845,0.00006636528,0.00009072165,0.001121112,0.000006290284],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962437,0.0001136095,0.0004235131,0.0009158573,0.00001358984,0.00003484148,0.00003365127,0.000003423743,0.002217851],"genre_scores_gemma":[0.9989887,0.0001181222,0.0001625928,0.0001563452,0.000003860911,0.00002668751,0.00001164485,0.000004812241,0.0005273213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1027413,"threshold_uncertainty_score":0.2042866,"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."}}