{"id":"W3131189449","doi":"10.1093/milmed/usab047","title":"Comparison of Royal Canadian Navy Watchstanding Schedules","year":2021,"lang":"en","type":"article","venue":"Military Medicine","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Defence Research and Development Canada","funders":"Defence Research and Development Canada","keywords":"Navy; Aeronautics; On board; Obligation; Operations research; Computer science; Engineering; History; Law; Aerospace engineering","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":[],"category_scores_codex":[0.0002536961,0.0001331925,0.0003683936,0.0001321928,0.00008574841,0.000001086449,0.0001355776,0.0001595062,0.009038739],"category_scores_gemma":[0.0001306934,0.0001153238,0.00005194226,0.0002992985,0.0001785077,0.00001997992,0.00001890059,0.0002938394,0.0001187137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006841213,"about_ca_system_score_gemma":0.00009072869,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1753807,"about_ca_topic_score_gemma":0.1243859,"domain_scores_codex":[0.9986932,0.0001173707,0.0003942943,0.0002640922,0.0001850742,0.0003459503],"domain_scores_gemma":[0.9990852,0.0001462477,0.00003750436,0.0003772132,0.00009180395,0.0002619825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001558894,0.0003633682,0.6976221,0.00004308919,0.0007989383,0.0008879922,0.02655874,0.0003563301,0.0005317373,0.02835286,0.1836907,0.0606382],"study_design_scores_gemma":[0.02088572,0.003272383,0.5723647,0.007792036,0.001677372,0.0001305838,0.2018289,0.002630322,0.006370411,0.001579223,0.1790287,0.002439593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8613362,0.0495515,0.0002071279,0.004610536,0.00205313,0.0001135938,0.00002290453,0.00004083453,0.08206416],"genre_scores_gemma":[0.9981086,0.00004129355,0.0003099139,0.0004246688,0.0002550883,0.00000574584,0.0001120754,0.00001643933,0.000726227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1752702,"threshold_uncertainty_score":0.9918671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05396135363253705,"score_gpt":0.3722947325838938,"score_spread":0.3183333789513567,"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."}}