{"id":"W2316155255","doi":"10.15331/jdsm.3728","title":"Sleep Medicine Education at Dental Schools in Australia and New Zealand","year":2014,"lang":"en","type":"article","venue":"Journal of Dental Sleep Medicine","topic":"Pediatric health and respiratory diseases","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sleep (system call); Dental education; Medicine; Medical education; Optometry; Dentistry; Family medicine; Geography; Computer science","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":[0.001433497,0.000203066,0.0005988709,0.0003972925,0.0002185699,0.0000039067,0.0001896385,0.0001940488,0.001658963],"category_scores_gemma":[0.001289946,0.0001337579,0.00005028684,0.0003165512,0.0001281285,0.0002009806,0.00007949531,0.0008573219,0.00009892481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004555206,"about_ca_system_score_gemma":0.0003280704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001717281,"about_ca_topic_score_gemma":0.0006830509,"domain_scores_codex":[0.9969192,0.000442862,0.001344593,0.0001974385,0.000626431,0.0004694497],"domain_scores_gemma":[0.9971275,0.000363649,0.0007812431,0.0001629401,0.0001138005,0.001450805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002496489,0.00007550584,0.8249509,0.0001222905,0.00001408077,0.00002758818,0.0004236408,0.000002107098,0.0002783622,0.00002066575,0.1635684,0.01026682],"study_design_scores_gemma":[0.007817784,0.001020817,0.8974855,0.001022497,0.0001523377,0.0001789041,0.002484542,0.0000229183,0.000007748477,0.0004065333,0.08925083,0.0001495919],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872921,0.002672418,0.00003325331,0.006739473,0.002161673,0.0003484695,0.00000232994,0.0000110321,0.0007392727],"genre_scores_gemma":[0.9838166,0.0003615249,0.00008526757,0.005118315,0.007729122,0.000008422308,0.00001418133,0.00001986928,0.002846739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07431755,"threshold_uncertainty_score":0.9992536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04680781056552501,"score_gpt":0.4244542225354356,"score_spread":0.3776464119699106,"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."}}