{"id":"W4391168811","doi":"10.1007/978-3-031-48105-5_12","title":"Glioma","year":2023,"lang":"it","type":"book-chapter","venue":"","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Glioma; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000793846,0.0007159284,0.0003116392,0.0007801024,0.0005326399,0.001072058,0.0004611438,0.0006500228,0.1728297],"category_scores_gemma":[0.0002727227,0.0002022615,0.0003390323,0.0005557034,0.0003125526,0.0007452598,0.0007476392,0.001148712,0.1209719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004423682,"about_ca_system_score_gemma":0.0006570823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002134875,"about_ca_topic_score_gemma":0.006101575,"domain_scores_codex":[0.9999363,0.000005391378,0.0000023389,0.00001174961,0.00003401969,0.00001020603],"domain_scores_gemma":[0.9999496,0.000009682044,0.000003558824,0.000007808649,0.00001543914,0.00001390035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002385692,0.00003092829,0.00009625001,0.0001879403,0.000005248638,0.0003203799,0.00006476276,0.0001286459,0.001383989,0.01723666,0.6701615,0.3103598],"study_design_scores_gemma":[0.000002646369,0.00001180465,0.0001450982,0.00004514882,0.000002244657,0.0007532688,0.00001216107,0.00002444658,0.0002268275,0.001652271,0.9971225,0.000001691957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007359674,0.01623579,0.001811259,0.001735216,0.002352522,0.0000576826,0.0003870745,0.0003726437,0.9763119],"genre_scores_gemma":[0.002328238,0.007653869,0.0007178583,0.0008086789,0.0004056342,0.00001910549,0.0002442794,0.00006158381,0.9877607],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1728297,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0416561722264735,"score_gpt":0.2758779747203425,"score_spread":0.234221802493869,"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."}}