{"id":"W4303628460","doi":"10.3390/curroncol29100576","title":"Prognostic Factors of Low-Grade Gliomas in Adults","year":2022,"lang":"en","type":"article","venue":"Current Oncology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glioma; Oncology; Internal medicine; Bioinformatics; Cancer research; Biology","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":[0.000174203,0.0001539063,0.0001698471,0.0004810342,0.0001808459,0.0002566506,0.0001082475,0.0001975476,0.001596551],"category_scores_gemma":[0.001146334,0.00007276011,0.0001416655,0.000481339,0.0001290464,0.0002551606,0.000140079,0.0002223277,0.0002860451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012573,"about_ca_system_score_gemma":0.000158697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001086051,"about_ca_topic_score_gemma":0.001248315,"domain_scores_codex":[0.9998924,0.00001855972,0.0000146442,0.00001753115,0.00002658425,0.00003027574],"domain_scores_gemma":[0.9994889,0.00006110463,0.0002367298,0.00001686657,0.00006614369,0.000130183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000564369,0.000006938253,0.9980054,0.000004228023,0.000004441325,0.0001419755,0.00001529029,0.00001517607,0.0001130104,0.000007838974,0.00008717916,0.001541874],"study_design_scores_gemma":[0.000002998555,0.00008998223,0.9978229,0.000006191195,0.00001194825,0.001408562,0.00008638731,0.00007964369,0.0000909073,0.00003264932,0.0003654645,0.000002427489],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984468,0.0006404572,0.0001120028,0.00005595983,0.000008193732,0.000003958967,0.0002562376,0.000005481907,0.0004710244],"genre_scores_gemma":[0.99939,0.0001499225,0.00003992136,0.000009410481,0.00001036311,0.000002572206,0.0002589865,0.000001047217,0.0001377232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001596551,"threshold_uncertainty_score":0.005340934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06903582187085244,"score_gpt":0.3722039676036576,"score_spread":0.3031681457328052,"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."}}