{"id":"W3117401138","doi":"10.7555/jbr.34.20200089","title":"Multiple pathological components in gliosarcoma","year":2020,"lang":"en","type":"article","venue":"Journal of Biomedical Research","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Gliosarcoma; Pathological; Pathology; Medicine; Glioblastoma; Cancer research","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001312376,0.00008215455,0.0003784189,0.0003935744,0.00003816344,0.00001800979,0.0001789872,0.0001161819,0.0002530242],"category_scores_gemma":[0.003141558,0.00005055141,0.0001311927,0.0007716612,0.0002489374,0.00004436629,0.0001128537,0.0008622418,0.00009213204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001268542,"about_ca_system_score_gemma":0.0001523511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001888308,"about_ca_topic_score_gemma":0.000001665706,"domain_scores_codex":[0.9971933,0.0002317535,0.0004985715,0.0001534678,0.001561549,0.0003613494],"domain_scores_gemma":[0.9981486,0.000582587,0.00007304664,0.0001021353,0.0002424776,0.0008511572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00288354,0.006926144,0.5711044,0.0001364189,0.0001381731,0.0606533,0.0007301189,0.000001669718,0.2814015,0.0001118739,0.02375017,0.05216266],"study_design_scores_gemma":[0.01380116,0.007332213,0.9224955,0.0004024384,0.0000290229,0.001095933,0.0004202081,0.001435453,0.007405702,0.0002756475,0.04519975,0.0001069871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534736,0.000609019,0.00003509924,0.04542564,0.00006367597,0.0001662122,0.000003777601,0.000005761814,0.0002172779],"genre_scores_gemma":[0.9980606,0.0002136916,0.0008853339,0.0005107656,0.0003038679,0.000004877424,0.000005301663,0.000008406476,0.000007140533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3513911,"threshold_uncertainty_score":0.3760965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2571945281328507,"score_gpt":0.4236134623383842,"score_spread":0.1664189342055335,"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."}}