{"id":"W2598121292","doi":"10.1016/j.wneu.2017.03.006","title":"Tool-Tissue Interaction Forces in Brain Arteriovenous Malformation Surgery","year":2017,"lang":"en","type":"article","venue":"World Neurosurgery","topic":"Soft Robotics and Applications","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Arteriovenous malformation; Brain tissue; Surgery; Radiology; Anatomy","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":[0.0004889913,0.0005331503,0.0005023554,0.001683093,0.0009374392,0.001806119,0.000592399,0.001018358,0.004014592],"category_scores_gemma":[0.002073483,0.0003641982,0.00039231,0.0006913965,0.001328636,0.0008985244,0.00152524,0.0006789869,0.0004451314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000697806,"about_ca_system_score_gemma":0.0006917933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001674994,"about_ca_topic_score_gemma":0.002230438,"domain_scores_codex":[0.9994749,0.000117255,0.00002123054,0.0000535506,0.0002556758,0.0000773856],"domain_scores_gemma":[0.9995174,0.0002887649,0.00005682724,0.00002503776,0.00005649842,0.00005546887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001318057,0.000549397,0.01282696,0.001073408,0.0002660788,0.006151017,0.001491041,0.2593035,0.2285369,0.1094493,0.004993231,0.374041],"study_design_scores_gemma":[0.000200527,0.001017367,0.03075594,0.0002020608,0.0002152001,0.008799586,0.001447322,0.8121658,0.06487895,0.05569254,0.02437243,0.0002522811],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7623863,0.01150393,0.1821897,0.002248092,0.0006531742,0.0001355924,0.000148751,0.0003345805,0.04039981],"genre_scores_gemma":[0.9881482,0.001106714,0.005697779,0.00005641316,0.0000633532,0.00003661979,0.00002119229,0.00003869141,0.00483111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004014592,"threshold_uncertainty_score":0.01343012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02396015337122445,"score_gpt":0.2568911676753366,"score_spread":0.2329310143041121,"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."}}