{"id":"W2584125249","doi":"10.15173/m.v1i27.1164","title":"Glioblastoma Tumours: Complex Challenges and Deadly Outcomes","year":2016,"lang":"en","type":"article","venue":"The Meducator","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glioblastoma; Medicine; Cancer research","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001071885,0.0001255026,0.0002208694,0.0000497283,0.00005976282,0.000008494439,0.00007011034,0.00002883472,0.000192047],"category_scores_gemma":[0.00007872728,0.00004951441,0.00005801651,0.00003519785,0.0001146995,0.000028742,0.00003776918,0.00003888542,0.0002087952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003746089,"about_ca_system_score_gemma":0.00003622151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001444564,"about_ca_topic_score_gemma":0.00003125365,"domain_scores_codex":[0.999351,0.00003278104,0.0001088662,0.0001694768,0.0001443714,0.0001935091],"domain_scores_gemma":[0.9992282,0.000249879,0.0000373904,0.0003088843,0.00002917026,0.0001464631],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003582266,0.002382226,0.4706669,0.0001349548,0.0008411693,0.0001950131,0.006793353,3.877465e-8,0.02367913,0.02500191,0.02512555,0.4448215],"study_design_scores_gemma":[0.001458874,0.000281431,0.9746342,0.00008585904,0.0001272738,0.0001406797,0.0006926468,5.759872e-7,0.005673747,0.000527247,0.01629112,0.0000863587],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8877184,0.004053347,7.977958e-7,0.1067703,0.0001252763,0.0002098571,0.000004901676,0.00003997892,0.00107718],"genre_scores_gemma":[0.9978598,0.0008262479,0.0001159599,0.0006277676,0.0001329115,0.00006287935,7.247384e-7,0.00001653806,0.0003572026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5039673,"threshold_uncertainty_score":0.268371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04567990412181253,"score_gpt":0.3006961487084281,"score_spread":0.2550162445866155,"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."}}