{"id":"W2135572334","doi":"10.1503/cmaj.1040616","title":"Robot arms to revolutionize neurosurgery -- and more","year":2004,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neurosurgery; Robot; Computer science; Medical physics; Human–computer interaction; Medicine; Artificial intelligence; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004335435,0.00007618007,0.0001337436,0.0001629679,0.0001098051,0.00002648045,0.0001054548,0.0003126951,0.0003751346],"category_scores_gemma":[0.001368099,0.0000749934,0.0000337244,0.0002151184,0.00003344112,0.00006045916,0.000009241362,0.0007287193,0.00007647491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006335361,"about_ca_system_score_gemma":0.0004948192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000320388,"about_ca_topic_score_gemma":0.003094879,"domain_scores_codex":[0.9988795,0.00001670927,0.0002125097,0.00008339148,0.0004369374,0.0003709779],"domain_scores_gemma":[0.9981479,0.00004198187,0.00002644164,0.00005439341,0.00006072119,0.001668547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005954678,0.0000354013,0.03404958,0.00003869511,0.0002038127,0.002787467,0.001165483,0.002125551,0.0001316527,0.005381847,0.317663,0.6364116],"study_design_scores_gemma":[0.0007360066,0.0000483566,0.04949529,0.0001032824,0.00001460531,0.001013451,0.0002922,0.0009078665,0.0000621236,0.002122529,0.944962,0.000242308],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8019347,0.001534933,0.007565208,0.1843886,0.002568827,0.0001361548,0.00001445814,0.0002568114,0.001600312],"genre_scores_gemma":[0.9857464,0.000723247,0.0005503762,0.01222776,0.0006635087,0.00000461626,0.000001809996,0.00001577266,0.00006654914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6361693,"threshold_uncertainty_score":0.410746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003773696939286357,"score_gpt":0.1926991869585678,"score_spread":0.1889254900192815,"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."}}