{"id":"W2154222833","doi":"10.1186/2047-9158-1-5","title":"Neuroimaging in the early diagnosis of neurodegenerative disease","year":2012,"lang":"en","type":"article","venue":"Translational Neurodegeneration","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Neuroimaging; Parkinsonism; Medicine; Magnetic resonance imaging; Neurology; Disease; Medical diagnosis; Dementia; Neuroscience; Dementia with Lewy bodies; Pathology; Psychology; Psychiatry; Radiology","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":[0.0003553571,0.0001676937,0.0001367483,0.0001504386,0.000210311,0.00003759627,0.0001904918,0.00002423961,0.00002951432],"category_scores_gemma":[0.001544528,0.0001368125,0.00008508399,0.0005355768,0.0001163239,0.000745524,0.00001972545,0.0001800006,0.00001629998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001205426,"about_ca_system_score_gemma":0.00003772914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001648636,"about_ca_topic_score_gemma":0.00001824554,"domain_scores_codex":[0.9978465,0.0006386293,0.0003193809,0.00035138,0.0005814441,0.0002626889],"domain_scores_gemma":[0.9963954,0.003168131,0.00009345232,0.0002283793,0.00005088504,0.00006375001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001711005,0.0006827539,0.7203559,0.00003067568,0.000005719643,0.00001032249,0.003446199,0.02097814,0.1463769,0.1053213,0.0008396091,0.001781425],"study_design_scores_gemma":[0.0003600177,0.00004933464,0.909982,0.000007164139,0.00001777448,0.000006313586,0.00001637295,0.003508935,0.0836731,0.001107111,0.001114079,0.0001578253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841598,0.0001866175,0.001073977,0.01300909,0.0004012687,0.0004052718,0.00004981182,0.00003314619,0.0006809682],"genre_scores_gemma":[0.9954096,0.00003437261,0.0001209271,0.003939184,0.0002836881,0.0001579766,0.00001152315,0.00001889162,0.00002382995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1896261,"threshold_uncertainty_score":0.5579052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06136060247980295,"score_gpt":0.2795759697430352,"score_spread":0.2182153672632323,"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."}}