{"id":"W1994322704","doi":"10.1136/ebn.12.4.111","title":"A very low calorie diet plus lifestyle counselling improved mild obstructive sleep apnoea in overweight patientsCommentary","year":2009,"lang":"en","type":"letter","venue":"Evidence-Based Nursing","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bayesian network; Medicine; Conditional probability; Case finding; Computer science; Machine learning; Pathology; Statistics","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":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0008499766,0.001227319,0.001774904,0.001418277,0.0003259886,0.0001946054,0.0007331674,0.001464041,0.0002418426],"category_scores_gemma":[0.0005582927,0.001245421,0.0005913678,0.001332776,0.0007437643,0.0008343873,0.00006048736,0.006387032,0.0000771882],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006859121,"about_ca_system_score_gemma":0.000745247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005902429,"about_ca_topic_score_gemma":0.000025134,"domain_scores_codex":[0.9913055,0.0008846622,0.001356102,0.001936332,0.002439884,0.002077461],"domain_scores_gemma":[0.9948896,0.001976345,0.0006178365,0.001482379,0.0005815822,0.0004522164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.04044755,0.004647994,0.04642358,0.01016179,0.002262013,0.02426433,0.009690002,0.001174274,0.009853856,0.00003821847,0.6150081,0.2360284],"study_design_scores_gemma":[0.08135021,0.03823727,0.1062567,0.3385757,0.008283802,0.0005836131,0.003985086,0.1605017,0.04313963,0.005606228,0.1942305,0.01924966],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2589345,0.01669317,0.004023017,0.7023354,0.007370341,0.008916515,0.0003758157,0.000527378,0.000823845],"genre_scores_gemma":[0.4034483,0.0008278633,0.006766693,0.5692441,0.01542691,0.0005528784,0.002568717,0.0007762855,0.000388195],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4207776,"threshold_uncertainty_score":0.9998323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935516082685034,"score_gpt":0.3023270336899948,"score_spread":0.2729718728631444,"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."}}