{"id":"W2956162035","doi":"10.3233/wor-192957","title":"Examining wildland fire fighter candidate pass rates over five years post-implementation on a newly-developed physical employment standard1","year":2019,"lang":"en","type":"article","venue":"Work","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service; York University","funders":"Mitacs","keywords":"Jurisdiction; Test (biology); Descriptive statistics; Psychology; Demography; Statistics; Medicine; Applied psychology; Mathematics; Political science; Law; Biology; Ecology; Sociology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001764969,0.000177011,0.0001948441,0.00002431189,0.00007339685,0.00006861585,0.0001523166,0.00004648034,0.002419808],"category_scores_gemma":[0.0000100681,0.0001527373,0.00003929179,0.0002017225,0.00002885274,0.0001799607,0.0001106124,0.0001170809,0.002330069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003527677,"about_ca_system_score_gemma":0.00001881413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001204763,"about_ca_topic_score_gemma":0.00039729,"domain_scores_codex":[0.9985938,0.00009199262,0.0001746504,0.0003843231,0.0004283675,0.000326845],"domain_scores_gemma":[0.9994239,0.0001224143,0.00009840482,0.0002629657,0.000006813321,0.00008550312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002700491,0.000117924,0.9014886,0.00002115336,0.00008086826,0.00005011648,0.006583245,0.001518807,0.005303149,0.00001362263,0.02621557,0.05833692],"study_design_scores_gemma":[0.001117404,0.0004070371,0.974791,0.0001002825,0.00001448344,0.000001543272,0.0001949354,0.000631999,0.0005446966,0.00001098516,0.02190359,0.0002820196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980614,0.000009360756,0.00001095884,0.0001397635,0.0003020958,0.0005668288,0.00004645127,0.00004486392,0.0008182882],"genre_scores_gemma":[0.9976162,0.000002000091,0.0001441082,0.0004499784,0.00008137197,0.00004361484,0.00006160312,0.00002888637,0.001572204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07330243,"threshold_uncertainty_score":0.9984921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00845135931147714,"score_gpt":0.2550328747541311,"score_spread":0.2465815154426539,"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."}}