{"id":"W4205602047","doi":"10.1038/labinvest.2012.43","title":"Neuropathology","year":2012,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Neuropathology; Medicine; Neuroscience; Pathology; Biology; Disease","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":[0.00009307459,0.00006207913,0.00008442225,0.0000474153,0.00003344426,0.000005215112,0.00001498879,0.00004227399,0.00006148691],"category_scores_gemma":[0.00007796714,0.00005204768,0.00001783072,0.00018334,0.00004738412,0.0001104986,0.000007394982,0.00005190651,0.0002883765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002862747,"about_ca_system_score_gemma":0.00003499912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002821673,"about_ca_topic_score_gemma":5.808553e-7,"domain_scores_codex":[0.9995632,0.00004413149,0.00008996118,0.00008143875,0.00008449135,0.0001368089],"domain_scores_gemma":[0.9995795,0.00001738663,0.00003373658,0.000137477,0.00006088531,0.00017096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004911971,0.00009521946,0.8824301,0.00001114484,0.00000899535,0.00002003119,0.0002029957,6.798414e-7,0.1105474,0.004053393,0.002127391,0.0004977501],"study_design_scores_gemma":[0.000462225,0.00007625468,0.8500537,0.00001218605,0.0000549678,0.00003256741,0.00002509145,0.00001161784,0.1334667,0.0001216964,0.01562739,0.00005559959],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970998,0.0004026184,0.000007385287,0.001163976,0.0002319962,0.0001160906,0.000004679611,0.00006552668,0.000907903],"genre_scores_gemma":[0.99608,0.000009415189,0.0008429812,0.00277093,0.0002059011,0.00002897997,0.00002758718,0.00001035668,0.00002385869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03237635,"threshold_uncertainty_score":0.3706592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02126219989205993,"score_gpt":0.2622423187545222,"score_spread":0.2409801188624623,"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."}}