{"id":"W2606225215","doi":"10.1093/ons/opx081","title":"Microsurgical Clipping of an Anterior Communicating Artery Aneurysm Using a Novel Robotic Visualization Tool in Lieu of the Binocular Operating Microscope: Operative Video","year":2017,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Operating microscope; Clipping (morphology); Medicine; Visualization; Microscope; Microsurgery; Aneurysm; Artificial intelligence; Computer science; Computer vision; Surgery","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":[0.0003430394,0.0004695345,0.0002253398,0.0006485562,0.0002543739,0.0004212019,0.0005265381,0.0005759968,0.002691026],"category_scores_gemma":[0.0005393144,0.0001761764,0.0004636317,0.0002081425,0.0003443328,0.0006162144,0.00050998,0.0004982188,0.0003228881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000244882,"about_ca_system_score_gemma":0.0006343065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001465848,"about_ca_topic_score_gemma":0.002430639,"domain_scores_codex":[0.999814,0.00001717667,0.00001889068,0.00003829366,0.0000735592,0.00003825132],"domain_scores_gemma":[0.9998412,0.00004516567,0.00003640707,0.00001715695,0.0000160606,0.00004397172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"case_report","study_design_scores_codex":[0.0009259534,0.0004799099,0.007263527,0.001279723,0.000190885,0.02965125,0.0005717275,0.003139938,0.6111288,0.001968077,0.01049227,0.332908],"study_design_scores_gemma":[0.0004742744,0.00707726,0.09149694,0.0004459362,0.0003823119,0.5392889,0.0004878952,0.03539569,0.233157,0.001475849,0.08978163,0.0005362371],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6873611,0.007651141,0.2823528,0.00156759,0.0009642821,0.0003622435,0.0006228273,0.002801426,0.0163166],"genre_scores_gemma":[0.7452484,0.003896238,0.2408828,0.0006497934,0.0005847699,0.0001695035,0.0003717201,0.0001363038,0.008060468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002691026,"threshold_uncertainty_score":0.009002388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06728291021876442,"score_gpt":0.379500252382865,"score_spread":0.3122173421641006,"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."}}