{"id":"W2611370352","doi":"10.1007/s00701-017-3192-2","title":"Survey on current cognitive practices within the European Low-Grade Glioma Network: towards a European assessment protocol","year":2017,"lang":"en","type":"article","venue":"Acta Neurochirurgica","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"Sahlgrenska Akademin; Centre Hospitalier Universitaire de Poitiers; Instituto de Investigación Marqués de Valdecilla; Uppsala Universitet; Université de Montpellier; Göteborgs Universitet; Université Paris Descartes; Vrije Universiteit Brussel; Università degli Studi di Trento; Università degli Studi di Brescia; Institut National de la Santé et de la Recherche Médicale; Universitat de Barcelona; Vrije Universiteit Amsterdam; Assistance publique-Hôpitaux de Paris; Trinity College Dublin","keywords":"Medicine; Neuropsychological assessment; Neuropsychology; Protocol (science); Cognition; Perioperative; Neuroradiology; Neurology; Fluency; Neurosurgery; Rehabilitation; Psychology; Physical therapy; Psychiatry; Surgery; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0117718,0.0006346352,0.001155725,0.004918233,0.00105859,0.001672953,0.001613771,0.001175403,0.002951842],"category_scores_gemma":[0.01654558,0.0003734964,0.001485348,0.004919687,0.0006000109,0.002257342,0.002802434,0.001087017,0.001110965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00359826,"about_ca_system_score_gemma":0.008820897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01389856,"about_ca_topic_score_gemma":0.01267488,"domain_scores_codex":[0.9929508,0.001605708,0.003512922,0.0005484088,0.0007206292,0.000661502],"domain_scores_gemma":[0.9848571,0.002507017,0.003744725,0.0007490996,0.006492142,0.001650018],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001064849,0.001266851,0.9022346,0.002712486,0.0003247565,0.0005528381,0.006202764,0.001572942,0.001104261,0.002734405,0.03089545,0.04933383],"study_design_scores_gemma":[0.0001728231,0.0005893584,0.9650719,0.001284522,0.0000894507,0.0003954781,0.00593486,0.00157319,0.0004147638,0.0006333886,0.02376128,0.0000788933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.837558,0.00339886,0.01724658,0.004652141,0.0004124464,0.04391916,0.07470459,0.0002881727,0.01782006],"genre_scores_gemma":[0.7081661,0.003694277,0.03081043,0.002733241,0.0001427395,0.1254726,0.1244568,0.0001096807,0.004413953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9882282,"threshold_uncertainty_score":0.06225598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0862585525380322,"score_gpt":0.3956679479813828,"score_spread":0.3094093954433506,"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."}}