{"id":"W4400483781","doi":"10.15331/jdsm.7340","title":"Testing, Testing","year":2024,"lang":"en","type":"article","venue":"Journal of Dental Sleep Medicine","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Reliability engineering; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0009387531,0.0001772457,0.0004591444,0.0004591613,0.00005769156,0.0000289965,0.0001771038,0.0000752608,0.0007750788],"category_scores_gemma":[0.00416813,0.0001164403,0.0001186461,0.001172007,0.0002635418,0.0002016029,0.00008668863,0.0008389812,0.0001050688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000312902,"about_ca_system_score_gemma":0.00007633981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003259901,"about_ca_topic_score_gemma":0.000002346346,"domain_scores_codex":[0.9975327,0.00005133097,0.0006795803,0.000196014,0.001214989,0.0003254143],"domain_scores_gemma":[0.9981105,0.0006725615,0.0001751143,0.0001697041,0.000449271,0.0004229033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002264965,0.0001860907,0.3813437,0.0003909816,0.0004152749,0.01165571,0.0003455119,0.00001158984,0.1885504,0.0001051027,0.005378464,0.4113906],"study_design_scores_gemma":[0.01128442,0.01597707,0.7779662,0.008565289,0.002138431,0.120259,0.002626324,0.01926755,0.01118675,0.001369062,0.02872289,0.0006370529],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660525,0.004752134,0.0006347296,0.002431766,0.001666732,0.0002195447,0.000001457669,0.00007177478,0.0241693],"genre_scores_gemma":[0.9909921,0.00001212797,0.005631735,0.0002408406,0.002733357,0.000001972698,0.000002141035,0.00004375098,0.0003419323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4107535,"threshold_uncertainty_score":0.8486569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05087793044310833,"score_gpt":0.3516481693950259,"score_spread":0.3007702389519175,"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."}}