{"id":"W4403968220","doi":"10.1007/978-3-031-55124-6_27","title":"Spine: Vascular Pathologies","year":2024,"lang":"en","type":"book-chapter","venue":"What radiology residents need to know","topic":"Vascular Malformations Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"SPINE (molecular biology); Medicine; Biology; Bioinformatics","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":[0.0002828724,0.001068425,0.0008193241,0.001832375,0.001459622,0.002950327,0.0008004561,0.002450235,0.122722],"category_scores_gemma":[0.001243056,0.0004577604,0.0005883788,0.00140323,0.001087937,0.002722365,0.002352521,0.003784749,0.07431266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009007337,"about_ca_system_score_gemma":0.001413341,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002445337,"about_ca_topic_score_gemma":0.01060781,"domain_scores_codex":[0.9997246,0.00004106548,0.0000174323,0.00003939539,0.0001463842,0.00003122075],"domain_scores_gemma":[0.9996475,0.0001144216,0.00002511396,0.00002854695,0.0001098054,0.00007459075],"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":[0.000008200711,0.00002431079,0.00009334756,0.0002893523,0.000003984472,0.0002278742,0.0001687603,0.0001411816,0.000309935,0.01343172,0.8531895,0.1321119],"study_design_scores_gemma":[0.000001910972,0.00000781468,0.0001585185,0.0001935142,0.000002258346,0.000517163,0.00004583547,0.00001912909,0.00002484829,0.003255431,0.9957705,0.000003153161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004516405,0.07051799,0.001974255,0.01027787,0.02162009,0.00006389827,0.0001835852,0.0002712882,0.8946394],"genre_scores_gemma":[0.002345921,0.03185856,0.001623909,0.0103517,0.009205499,0.00004953386,0.0001496247,0.0001588166,0.9442563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.122722,"threshold_uncertainty_score":0.410546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397878620157614,"score_gpt":0.2665365658494062,"score_spread":0.25255777964783,"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."}}