{"id":"W4315643102","doi":"10.15331/jdsm.7274","title":"Could CPAP be Good for Sleep and Bad for the Heart?","year":2023,"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":"Sleep (system call); Medicine; Cardiology; Anesthesia; Psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001686536,0.0001889892,0.0005709274,0.0002694539,0.0002069573,0.00002026425,0.0002072447,0.0001051743,0.0001689747],"category_scores_gemma":[0.001467993,0.0001083237,0.0002182779,0.0004259181,0.0003768156,0.0001244795,0.00009485121,0.0004247717,0.000009084282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305656,"about_ca_system_score_gemma":0.00003075963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001557053,"about_ca_topic_score_gemma":0.00002025684,"domain_scores_codex":[0.9977967,0.00004435959,0.000590266,0.0002057614,0.0009233957,0.0004395485],"domain_scores_gemma":[0.9973562,0.001433013,0.000235827,0.0002272028,0.0003851704,0.0003626106],"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":[0.01296589,0.0008730135,0.2773655,0.001383108,0.004250793,0.0009668902,0.003268378,0.00007378028,0.1366058,0.0022622,0.2154895,0.3444951],"study_design_scores_gemma":[0.06511999,0.02225963,0.4600247,0.0008246198,0.003694308,0.009954126,0.01525185,0.03280956,0.01024857,0.002188965,0.3769577,0.0006660585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8839779,0.003586176,0.003695877,0.1032667,0.002211936,0.002518632,0.00004484814,0.00004920088,0.0006486674],"genre_scores_gemma":[0.993426,0.0002051929,0.001415496,0.001894418,0.002296359,0.00005883715,0.00002076241,0.00005838714,0.00062459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3438291,"threshold_uncertainty_score":0.4417312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04229069907224058,"score_gpt":0.3657758239940616,"score_spread":0.323485124921821,"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."}}