{"id":"W4320023020","doi":"10.15173/sciential.v1i9.3201","title":"Interdisciplinary Review of the Qualities of Glioblastoma Multiforme","year":2022,"lang":"en","type":"article","venue":"Sciential - McMaster Undergraduate Science Journal","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Temozolomide; Glioblastoma; Brain cancer; Radiation therapy; Medicine; Cancer; Oncology; Brain tumor; Cancer treatment; Medical physics; Cancer research; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002265396,0.000138654,0.0003532531,0.0003719616,0.001061497,0.00005106574,0.0007055324,0.00001412764,0.000768137],"category_scores_gemma":[0.0001197726,0.000082033,0.0003543628,0.001887615,0.001255969,0.0003016177,0.00123885,0.000282764,0.000004935923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232602,"about_ca_system_score_gemma":0.0006635697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001062159,"about_ca_topic_score_gemma":0.000005472864,"domain_scores_codex":[0.9964614,0.0001224267,0.0006764071,0.0002705217,0.002102523,0.0003667284],"domain_scores_gemma":[0.9984303,0.00003729938,0.0006034941,0.0003751185,0.0003742108,0.0001795504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002198268,0.01141942,0.07657034,0.01118475,0.0009864906,0.0004627967,0.02160444,0.001733249,0.66104,0.01598179,0.0687806,0.1280379],"study_design_scores_gemma":[0.02399214,0.02076586,0.1446053,0.05118069,0.002847665,0.02794138,0.04160145,0.006423791,0.6053952,0.03533657,0.03777998,0.002130006],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968932,0.003219001,0.00006358301,0.02152948,0.002225238,0.0005440264,0.00003384915,0.0000116483,0.003441126],"genre_scores_gemma":[0.9982553,0.000295645,0.0003538046,0.0004185325,0.00005153032,0.00001153776,9.42789e-7,0.00000858732,0.0006041283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1259079,"threshold_uncertainty_score":0.8410562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.018484184896818,"score_gpt":0.3142953594370812,"score_spread":0.2958111745402632,"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."}}