{"id":"W2063505973","doi":"10.1016/j.surneu.2006.08.083","title":"Endoscopic pituitary surgery with and without image guidance: an experimental comparison","year":2007,"lang":"en","type":"article","venue":"Surgical Neurology","topic":"Pituitary Gland Disorders and Treatments","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Jewish General Hospital","funders":"McGill University","keywords":"Medicine; Navigation system; Cadaver; Artificial intelligence; Guidance system; Computer vision; Endoscopy; Surgery; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003247221,0.001873307,0.003110923,0.001789544,0.0009461191,0.001235826,0.001549949,0.002758775,0.008514651],"category_scores_gemma":[0.003825476,0.0007961706,0.001675753,0.0008435932,0.004652144,0.003352528,0.0009707382,0.002605987,0.0007972479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00103266,"about_ca_system_score_gemma":0.002433161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002399483,"about_ca_topic_score_gemma":0.001927082,"domain_scores_codex":[0.9971071,0.00091346,0.0003264645,0.0005416874,0.0005580978,0.0005531387],"domain_scores_gemma":[0.9943395,0.003112753,0.0006304311,0.0008360505,0.0003770944,0.0007041181],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.7134473,0.1929104,0.001578358,0.001355238,0.000872414,0.0003382084,0.0005350004,0.0009300425,0.05621246,0.00199216,0.0007834787,0.02904494],"study_design_scores_gemma":[0.0391137,0.9251119,0.005673751,0.0001219241,0.001224991,0.0004100644,0.0006504792,0.001476988,0.02308977,0.00125011,0.001757664,0.0001185737],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935676,0.001593408,0.000889436,0.0002262761,0.0005201707,0.0008835956,0.0003310745,0.00003134686,0.001957075],"genre_scores_gemma":[0.9807818,0.005679112,0.003843067,0.0003703843,0.001205774,0.001948078,0.0008740269,0.00005534592,0.005242459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008514651,"threshold_uncertainty_score":0.02848434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964179160013156,"score_gpt":0.3128179709930262,"score_spread":0.2931761793928946,"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."}}