{"id":"W3046843578","doi":"10.1177/1591019920947857","title":"Impact and prevention of errors in endovascular treatment of unruptured intracranial aneurysms","year":2020,"lang":"en","type":"article","venue":"Interventional Neuroradiology","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Vancouver General Hospital; University of Saskatchewan; University of Calgary","funders":"","keywords":"Standardization; Medicine; Endovascular treatment; Aneurysm; Surgery; 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":[0.007496203,0.0003199925,0.0001988626,0.0008533436,0.0009578441,0.001721425,0.000636167,0.0006538467,0.002062921],"category_scores_gemma":[0.06209564,0.0002010655,0.0003551446,0.0003595021,0.001527755,0.001036068,0.00173465,0.001005886,0.0002471436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001211747,"about_ca_system_score_gemma":0.002603351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002444707,"about_ca_topic_score_gemma":0.00211398,"domain_scores_codex":[0.988538,0.007785551,0.000664212,0.0002666709,0.002086518,0.0006590293],"domain_scores_gemma":[0.9564427,0.01923939,0.01546586,0.001136495,0.004013307,0.003702281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004492614,0.0009868318,0.7743868,0.001181312,0.0002799727,0.00110097,0.02605668,0.002398698,0.001376937,0.0008644632,0.003607927,0.1873102],"study_design_scores_gemma":[0.00007422587,0.001319073,0.9385206,0.002119876,0.0001874387,0.002892155,0.03728144,0.003212743,0.001547113,0.001846792,0.01087068,0.0001279238],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867931,0.001468437,0.001242261,0.004638275,0.0001057419,0.00003221352,0.00003417607,0.00002789814,0.005657935],"genre_scores_gemma":[0.9976614,0.0008542995,0.0009039247,0.0003899036,0.00003178333,0.00001143767,0.00001750632,0.00000363699,0.0001261604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007496203,"threshold_uncertainty_score":0.03964418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03558545106156449,"score_gpt":0.3134645824209322,"score_spread":0.2778791313593677,"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."}}