{"id":"W4409620049","doi":"10.21037/qims-24-1830","title":"A preliminary study of synthetic magnetic resonance imaging on the changes of subcortical gray matter nuclei in obstructive sleep apnea patients","year":2025,"lang":"en","type":"article","venue":"Quantitative Imaging in Medicine and Surgery","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gray (unit); Magnetic resonance imaging; Obstructive sleep apnea; Medicine; Radiology; Nuclear magnetic resonance; Internal medicine; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001101589,0.0002283302,0.0007838839,0.001149857,0.00005018108,0.00000698117,0.0001298242,0.00003326366,0.0000711975],"category_scores_gemma":[0.002408247,0.0001555064,0.00005276112,0.0009754004,0.00102757,0.00007851447,0.0001074391,0.0003971524,0.000002652541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000734695,"about_ca_system_score_gemma":0.00003238072,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003858811,"about_ca_topic_score_gemma":0.00003646569,"domain_scores_codex":[0.9974155,0.0005309355,0.0006854749,0.0004508482,0.0005522582,0.0003649184],"domain_scores_gemma":[0.9947855,0.004343134,0.0001561812,0.0003617473,0.0002940663,0.00005933057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00118294,0.0007635331,0.9558759,0.0002151576,0.0000244805,0.0001011345,0.005389988,0.000001189445,0.0005400265,0.0004796434,0.0001836689,0.03524239],"study_design_scores_gemma":[0.001912371,0.0007399978,0.9701816,0.001455634,0.00006867359,0.000005318948,0.02244237,0.002363022,0.0003265728,0.0003737783,0.00002328572,0.0001073834],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886766,0.002927225,0.00003353278,0.00656974,0.0001483479,0.0009280149,0.000005566988,0.000008690187,0.0007022702],"genre_scores_gemma":[0.999222,0.00004551509,0.0000845392,0.0005119832,0.00001415716,0.00007881605,0.00000390385,0.00002251384,0.00001654902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03513501,"threshold_uncertainty_score":0.6341366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02754190493789098,"score_gpt":0.3181830004650689,"score_spread":0.2906410955271779,"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."}}