{"id":"W4296991227","doi":"10.3390/curroncol29100532","title":"Classification of Pediatric Gangliogliomas Based on the Histological Infiltration","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ganglioglioma; Medicine; Glioma; Pathology; Differential diagnosis; Parenchyma; Radiology; Epilepsy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0007970625,0.000709846,0.0003877479,0.003660754,0.000310932,0.0005800069,0.0004850971,0.0002467202,0.001076267],"category_scores_gemma":[0.001257377,0.0001995338,0.0004993536,0.001382067,0.000668507,0.0005639717,0.0008032263,0.0004158619,0.00066916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005426337,"about_ca_system_score_gemma":0.0007176149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001617862,"about_ca_topic_score_gemma":0.002586866,"domain_scores_codex":[0.9993047,0.0001006623,0.0001324891,0.000105951,0.0002176143,0.0001386064],"domain_scores_gemma":[0.9993174,0.00008729076,0.000250658,0.00005520407,0.0001743899,0.0001151168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002876791,0.0000323022,0.9362412,0.0001040194,0.00007669235,0.004337989,0.00045163,0.00041238,0.01936718,0.0007317635,0.000901612,0.03705553],"study_design_scores_gemma":[0.00003573171,0.0003845725,0.9326133,0.000115738,0.0001539497,0.04398853,0.001324157,0.002165079,0.006844223,0.0009550805,0.01139076,0.00002886608],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833754,0.00300312,0.006951801,0.0001070631,0.00006705844,0.0002925207,0.0008385411,0.000131677,0.005232745],"genre_scores_gemma":[0.9820868,0.002638422,0.01235752,0.00005115476,0.00003786324,0.0001709508,0.001853641,0.00005026533,0.0007535411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003660754,"threshold_uncertainty_score":0.0042153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1472006055119143,"score_gpt":0.3784325799276941,"score_spread":0.2312319744157798,"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."}}