{"id":"W3094315746","doi":"10.1097/md.0000000000021518","title":"Incidental cerebral aneurysms detected by a computer-assisted detection system based on artificial intelligence","year":2020,"lang":"en","type":"article","venue":"Medicine","topic":"Intracranial Aneurysms: Treatment and Complications","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Medicine; Aneurysm; Radiology; CAD; Magnetic resonance imaging; Medical diagnosis; Internal carotid artery; Middle cerebral artery; Internal medicine; Ischemia","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":[0.0007818837,0.0003024112,0.0001877997,0.001378688,0.0002480588,0.0005254538,0.0004312683,0.0006604906,0.001282638],"category_scores_gemma":[0.00466109,0.0001977299,0.0001935657,0.0004221293,0.0005866169,0.0005889474,0.0002730047,0.000294074,0.0006640608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003031439,"about_ca_system_score_gemma":0.0005397249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001319769,"about_ca_topic_score_gemma":0.001445475,"domain_scores_codex":[0.9995627,0.00009977938,0.00007541841,0.00007415681,0.0001390088,0.00004889631],"domain_scores_gemma":[0.9976641,0.000925278,0.000650998,0.0002198442,0.000398312,0.0001415294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006970449,0.0003506821,0.7786478,0.0002765328,0.00006806723,0.0184171,0.0003120105,0.001383029,0.02504577,0.0005652303,0.002618468,0.1716183],"study_design_scores_gemma":[0.0001307513,0.002127541,0.6753371,0.0004144001,0.0003687297,0.2031484,0.0005048814,0.0250928,0.08055823,0.001698141,0.01044662,0.0001724655],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659741,0.002993176,0.02041567,0.001156189,0.00009598707,0.0002015656,0.0003701405,0.0005187874,0.008274307],"genre_scores_gemma":[0.9824661,0.0007720194,0.01528214,0.0004341512,0.0001660111,0.00004087668,0.0002163284,0.00001648804,0.0006059645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001378688,"threshold_uncertainty_score":0.004290819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962905077364362,"score_gpt":0.2572226290866793,"score_spread":0.2275935783130357,"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."}}