{"id":"W3092072310","doi":"10.1016/j.nic.2020.08.006","title":"Machine Intelligence in Neurologic and Head and Neck Imaging","year":2020,"lang":"en","type":"editorial","venue":"Neuroimaging Clinics of North America","topic":"Brain Tumor Detection and Classification","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Head and neck; Head (geology); Radiology; Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.0001795296,0.0003711225,0.0006102797,0.000262947,0.0001020728,0.00009442884,0.0004410146,0.0001039168,0.000007858775],"category_scores_gemma":[0.007723527,0.0003922464,0.00008028618,0.0006825254,0.0006492248,0.0001779637,0.0003174408,0.001762312,0.00001230392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001859201,"about_ca_system_score_gemma":0.0001142206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007553216,"about_ca_topic_score_gemma":0.00002835336,"domain_scores_codex":[0.9967523,0.0003354254,0.0008270858,0.001267049,0.0004786412,0.0003395338],"domain_scores_gemma":[0.9961657,0.002460542,0.0007061905,0.0004214621,0.00007238186,0.0001737291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004516834,0.0002616594,0.07606895,0.0004879654,0.000006749743,0.0003950257,0.0003872314,0.0001187104,0.001036382,0.00003395996,0.0376964,0.8830553],"study_design_scores_gemma":[0.0007768019,0.0006644128,0.04467667,0.00009390317,0.00005091748,0.00004748395,0.00002808446,0.05636979,0.0001632437,0.000353656,0.8960575,0.0007175633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.1523691,0.002971783,0.002540712,0.01508267,0.8210248,0.001986827,0.0008433296,0.0008951466,0.002285649],"genre_scores_gemma":[0.9327373,0.00935229,0.0005586433,0.007071856,0.04995528,0.00003304255,0.00006726597,0.000153252,0.00007109938],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8823377,"threshold_uncertainty_score":0.999853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02956159083007231,"score_gpt":0.3143864179070813,"score_spread":0.284824827077009,"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."}}