{"id":"W2922273643","doi":"10.32378/ijp.v4i1.175","title":"Drowsy and dangerous? Fatigue in paramedics: an overview","year":2019,"lang":"en","type":"article","venue":"Irish Journal of Paramedicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fanshawe College","funders":"","keywords":"Psychological intervention; Cognition; Psychology; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001106346,0.0001969198,0.0005869066,0.0003043546,0.00002430401,0.00002051529,0.0002609385,0.0002451204,0.001278566],"category_scores_gemma":[0.0001308634,0.0001535052,0.00006904005,0.0003298779,0.0001402772,0.0002121449,0.00002592106,0.0008549664,0.0001013474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004098697,"about_ca_system_score_gemma":0.0000437195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001407317,"about_ca_topic_score_gemma":0.00001981257,"domain_scores_codex":[0.9980053,0.0002318249,0.0007947906,0.0002416673,0.0003782212,0.0003481441],"domain_scores_gemma":[0.9985538,0.0002920811,0.0004378023,0.0003258512,0.0001055706,0.0002848768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005881733,0.00078869,0.5991846,0.00004886424,0.0004416838,0.002523061,0.01030224,0.0001642714,0.000171992,0.002144701,0.04590882,0.3377329],"study_design_scores_gemma":[0.04445639,0.01057668,0.851805,0.01188654,0.0008369963,0.004456167,0.01880274,0.0005830249,0.0001294248,0.002896052,0.05184503,0.001725938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603308,0.02996819,0.0003052246,0.00121874,0.001703995,0.0002154268,0.000002695899,0.0000161178,0.006238804],"genre_scores_gemma":[0.9960552,0.001687688,0.0004444541,0.001222158,0.0004219048,0.000004055225,0.000005979764,0.00002746112,0.0001310835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3360069,"threshold_uncertainty_score":0.9996344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035423692153709,"score_gpt":0.4083889232742423,"score_spread":0.3048465540588714,"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."}}