{"id":"W1986805838","doi":"10.1227/neu.0b013e318249c744","title":"NeuroTouch","year":2012,"lang":"en","type":"article","venue":"Operative Neurosurgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":204,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital; National Research Council Canada","funders":"National Research Council Canada","keywords":"Haptic technology; Medicine; Virtual reality; Aspirator; Task (project management); Neurosurgery; Software; Debulking; Medical physics; Simulation; Computer science; Surgery; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001400772,0.00009436579,0.0001700871,0.00005317925,0.00009128799,0.00001828256,0.00002059533,0.00003399492,0.001217485],"category_scores_gemma":[0.0002393406,0.00007299482,0.00007968613,0.0001760252,0.00003683766,0.0001541846,0.00001725723,0.000145418,0.0002722454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001011546,"about_ca_system_score_gemma":0.00002090746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001236665,"about_ca_topic_score_gemma":1.118685e-7,"domain_scores_codex":[0.9992513,0.00006576435,0.000151564,0.0001289141,0.0001543875,0.0002480894],"domain_scores_gemma":[0.9993693,0.000211558,0.00002274709,0.0001250834,0.00004451093,0.000226839],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001805006,0.0003801061,0.9707835,0.00001361829,0.00002488991,0.0001041846,0.0005256962,0.00002892832,0.009054733,0.00167776,0.001882665,0.01534339],"study_design_scores_gemma":[0.001287715,0.00008246532,0.6781396,0.00002056821,0.00002133797,0.0001011948,0.00005625148,0.0003713225,0.007271547,0.000008307998,0.3124816,0.0001581112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9500903,0.00005460829,0.00005358846,0.001045577,0.0005327942,0.0001726338,0.000001543092,0.00008223641,0.04796674],"genre_scores_gemma":[0.992799,0.0000110987,0.00006377603,0.004838493,0.0003131858,0.00001544179,0.000007521638,0.00001729769,0.001934118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3105989,"threshold_uncertainty_score":0.9996955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06223509817956564,"score_gpt":0.3447244207481901,"score_spread":0.2824893225686245,"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."}}