{"id":"W2041516550","doi":"10.1088/0031-9155/52/21/014","title":"Myelin structure is a key difference in the x-ray scattering signature between meningioma, schwannoma and glioblastoma multiforme","year":2007,"lang":"en","type":"article","venue":"Physics in Medicine and Biology","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Royal University Hospital Foundation; University of Saskatchewan","keywords":"Schwannoma; Meningioma; Glioblastoma; Myelin sheath; Myelin; Scattering; Pathology; Glioma; Medicine; Radiology; Physics; Optics; Internal medicine; Cancer research; Central nervous system","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001795001,0.0002071799,0.0001886979,0.0008023133,0.000237186,0.0003233754,0.00009560891,0.0002207452,0.0005149642],"category_scores_gemma":[0.0005724184,0.0001739039,0.0001255949,0.0003939102,0.0003669235,0.000256203,0.0002221379,0.0001689802,0.0001092041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002226512,"about_ca_system_score_gemma":0.0002429434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008991786,"about_ca_topic_score_gemma":0.001566866,"domain_scores_codex":[0.9999177,0.00001035792,0.000008050421,0.00001347238,0.00003223275,0.00001814484],"domain_scores_gemma":[0.9996951,0.00006788896,0.0001159725,0.00001855638,0.00005190287,0.00005056322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000329016,0.00001543367,0.01096298,0.00004539786,0.00001383579,0.0002676315,0.0001071906,0.0002264186,0.9841936,0.0002529997,0.00003557801,0.003549932],"study_design_scores_gemma":[0.0000201309,0.0003505477,0.3720399,0.00001296102,0.00006367202,0.004291624,0.0005619741,0.006383311,0.6138809,0.001245454,0.00111942,0.00003014692],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981729,0.0001671551,0.001284112,0.00002193334,0.000002444377,0.000003777273,0.00006055505,0.00001726721,0.0002698037],"genre_scores_gemma":[0.9975424,0.0001263649,0.001972644,0.00000740424,0.000001978818,0.00000460303,0.0001175122,0.000005580832,0.0002213927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008991786,"threshold_uncertainty_score":0.001787901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0775030571185019,"score_gpt":0.3399067878430395,"score_spread":0.2624037307245375,"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."}}