{"id":"W4412625618","doi":"10.1016/j.clinme.2025.100424","title":"Investigation of suspected aneurysmal subarachnoid haemorrhage: a single-centre quality improvement project","year":2025,"lang":"en","type":"article","venue":"Clinical Medicine","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Subarachnoid haemorrhage; Quality management; Subarachnoid hemorrhage; Quality (philosophy); Aneurysm; Surgery; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04018212,0.0007150372,0.001103057,0.00446186,0.002326866,0.004410377,0.003884609,0.001155661,0.005252517],"category_scores_gemma":[0.07387844,0.000861478,0.001208916,0.006777906,0.00199451,0.002530214,0.009714809,0.001454753,0.001019539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008918706,"about_ca_system_score_gemma":0.0509329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04592222,"about_ca_topic_score_gemma":0.03087774,"domain_scores_codex":[0.9410298,0.02968459,0.007080466,0.00488698,0.01329044,0.004027666],"domain_scores_gemma":[0.8558202,0.01811486,0.03220682,0.01078155,0.04737346,0.03570302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008590693,0.002078498,0.836903,0.002014969,0.0003579725,0.0006229687,0.005440469,0.0008134219,0.0007144363,0.0005921942,0.01255802,0.1370449],"study_design_scores_gemma":[0.0004685529,0.003329892,0.9765161,0.001632544,0.0001447326,0.0005525163,0.006031956,0.002366494,0.0002635575,0.0002996903,0.008325662,0.00006840755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9327979,0.003463407,0.01004355,0.01469213,0.0003378252,0.01535008,0.01196553,0.0006447885,0.01070474],"genre_scores_gemma":[0.948347,0.003027083,0.02958165,0.002889199,0.0001951257,0.006366359,0.007959319,0.0001177944,0.00151642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04592222,"threshold_uncertainty_score":0.2125059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0927833178628478,"score_gpt":0.3836439533887649,"score_spread":0.2908606355259171,"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."}}