{"id":"W3212315891","doi":"10.3390/brainsci11111491","title":"Anatomically Standardized Detection of MRI Atrophy Patterns in Early-Stage Alzheimer’s Disease","year":2021,"lang":"en","type":"article","venue":"Brain Sciences","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alzheimer Society","keywords":"Atrophy; Hippocampal formation; Dementia; Pathology; Neuroscience; Posterior cortical atrophy; Voxel; Neuroimaging; Medicine; Alzheimer's disease; Clinical Dementia Rating; Disease; Psychology; Radiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001133243,0.000278207,0.0003368255,0.00202581,0.0001572441,0.0003290444,0.0003082596,0.0002844914,0.0005745046],"category_scores_gemma":[0.001782761,0.0001986519,0.0001970563,0.0006592759,0.0003171624,0.0003087163,0.0004704516,0.000169728,0.0002041442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499362,"about_ca_system_score_gemma":0.0001615923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008660401,"about_ca_topic_score_gemma":0.001490361,"domain_scores_codex":[0.9996349,0.0001188336,0.00005645529,0.0000951966,0.00006066532,0.00003396331],"domain_scores_gemma":[0.9993975,0.000112668,0.0002507883,0.0001053419,0.00009169165,0.00004200713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001037847,0.0001606785,0.9213054,0.0001082835,0.0001567029,0.0003109195,0.0007397665,0.001052311,0.04087314,0.00015608,0.0001809569,0.03391781],"study_design_scores_gemma":[0.000007563842,0.0001502018,0.9976798,0.00000432645,0.00001505705,0.0004674848,0.00009233278,0.0003461438,0.001065238,0.00006655378,0.0001008739,0.000004497578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986691,0.0001791124,0.0007954759,0.000003743025,0.000001519284,0.00001898446,0.00009782142,0.00001356749,0.0002205828],"genre_scores_gemma":[0.9976986,0.0001208641,0.001779637,0.000004472499,0.000003507845,0.00002102941,0.0002710877,0.000005073398,0.00009582372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00202581,"threshold_uncertainty_score":0.005993247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02848115719939671,"score_gpt":0.3458685592578323,"score_spread":0.3173874020584356,"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."}}