{"id":"W2594713565","doi":"10.1055/s-0037-1600601","title":"Quantification and Comparison of Neurosurgical Approaches in the Anatomy Laboratory: Description and Validation of a Novel, Navigation-based Method","year":2017,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; Toronto General Hospital","funders":"","keywords":"Visualization; Computer science; Medical physics; Data science; Medicine; Anatomy; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00161325,0.00009456366,0.00038403,0.0001236709,0.00005920036,0.00002547653,0.0001403097,0.000141485,0.000003957079],"category_scores_gemma":[0.0009510688,0.00006394235,0.00005940188,0.0001374298,0.0002343707,0.0001542286,0.00001784439,0.0003520842,1.140878e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004957241,"about_ca_system_score_gemma":0.00002066949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002774255,"about_ca_topic_score_gemma":0.000001068314,"domain_scores_codex":[0.9987418,0.0002397088,0.0005879751,0.0001136861,0.0002070356,0.0001098023],"domain_scores_gemma":[0.9982442,0.0009925689,0.0004619618,0.0001749299,0.00006920611,0.00005708079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006642184,0.001612764,0.9127542,0.0004654289,0.00006251236,0.0001736829,0.0002761888,0.01145476,0.02687852,0.004049585,0.0006591962,0.04094888],"study_design_scores_gemma":[0.002011675,0.0009079729,0.4769538,0.0002218117,0.0001438933,0.0001868591,0.0002027543,0.4586495,0.04983617,0.0008078755,0.009760088,0.0003175903],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899963,0.0003092383,0.00819231,0.001268942,0.0001169612,0.00008642638,0.000007221023,0.00001143636,0.00001117809],"genre_scores_gemma":[0.9988112,0.0001134955,0.0009864073,0.00004877975,0.00002614852,0.000004542827,0.000003784556,0.000005414746,2.222684e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4471948,"threshold_uncertainty_score":0.2607494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1347770149887969,"score_gpt":0.32271052272177,"score_spread":0.187933507732973,"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."}}