{"id":"W4410517413","doi":"10.1007/978-3-030-44092-3_3-3","title":"Vascular Emergencies","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Vascular Procedures and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital; York Central Hospital; University Health Network","funders":"","keywords":"Medicine; Computer science","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":[0.0002839099,0.0007616582,0.0004539523,0.0009495604,0.001129526,0.002023456,0.0006376092,0.001195764,0.1573288],"category_scores_gemma":[0.001002028,0.000286807,0.0003596878,0.0006893182,0.0005420514,0.001200993,0.001682846,0.002414833,0.07375211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005885061,"about_ca_system_score_gemma":0.001144299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001245881,"about_ca_topic_score_gemma":0.005872759,"domain_scores_codex":[0.9998004,0.00003479873,0.00000806615,0.0000210631,0.0001017621,0.00003386946],"domain_scores_gemma":[0.9997374,0.00008217789,0.00001366309,0.00002178791,0.00006858177,0.00007639461],"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":[0.00001008404,0.00005174352,0.00008062357,0.0001680304,0.000002453772,0.0002184865,0.0001412461,0.0002187859,0.0002365227,0.02290197,0.8253915,0.1505786],"study_design_scores_gemma":[0.000001522239,0.000009912564,0.0001246359,0.0001678067,0.000001109287,0.0002863432,0.0000456733,0.00003525824,0.00002974034,0.002656588,0.9966393,0.000002246425],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003675078,0.01266213,0.001095443,0.002260617,0.006286406,0.000040995,0.00008380767,0.00009514276,0.9771079],"genre_scores_gemma":[0.001381522,0.008972699,0.0005934292,0.001776602,0.001579289,0.00002118246,0.00009469438,0.00003916446,0.9855415],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1573288,"threshold_uncertainty_score":0.5263172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0180983661515759,"score_gpt":0.2555974084990458,"score_spread":0.2374990423474699,"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."}}