{"id":"W4247893763","doi":"10.3171/jns.2003.98.3.0638","title":"Aneurysm clips","year":2003,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"CLIPS; Medicine; Biocompatible material; Closing (real estate); Selection (genetic algorithm); Neurosurgery; Aneurysm; Medical physics; Surgery; Artificial intelligence; Biomedical engineering; 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":[0.0006496081,0.0007608536,0.0007814476,0.00178584,0.001314159,0.002034962,0.000891342,0.001243067,0.04278455],"category_scores_gemma":[0.002044258,0.0003467155,0.0007873395,0.0009712665,0.0004454016,0.001391544,0.001321579,0.001807184,0.03151403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000490135,"about_ca_system_score_gemma":0.0009524385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008695306,"about_ca_topic_score_gemma":0.001431903,"domain_scores_codex":[0.9992748,0.00005809815,0.00006200898,0.0001208696,0.0003558196,0.0001284183],"domain_scores_gemma":[0.9994689,0.0001307425,0.00005935157,0.0000593621,0.0001122142,0.0001694939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006519608,0.0001145073,0.002660387,0.001419613,0.0001072669,0.01167386,0.0002032336,0.0003511307,0.01204388,0.01181377,0.2133605,0.7455998],"study_design_scores_gemma":[0.0001013011,0.0002807797,0.001888002,0.0003661637,0.00008251311,0.03726334,0.00009051427,0.0001793405,0.0063793,0.001623986,0.9516968,0.00004778353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02536515,0.2465199,0.1033876,0.01136215,0.03667765,0.0007764663,0.004721073,0.007285606,0.5639042],"genre_scores_gemma":[0.1720946,0.2061888,0.09527314,0.01603543,0.0203102,0.0007974427,0.009581108,0.001914941,0.4778043],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04278455,"threshold_uncertainty_score":0.1431286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02930643682515195,"score_gpt":0.2694944518042534,"score_spread":0.2401880149791015,"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."}}