{"id":"W2883514813","doi":"10.1093/neuros/nyy334","title":"Clinical Image Coregistration Variability on a Dedicated Radiosurgery Unit","year":2018,"lang":"en","type":"article","venue":"Neurosurgery","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Radiosurgery; Medical physics; Radiology; Radiation therapy","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":[0.006662794,0.0004222691,0.0006070177,0.001144164,0.0003056352,0.000889637,0.0009093453,0.0004663212,0.001320099],"category_scores_gemma":[0.04011073,0.0002505677,0.0005241283,0.001196314,0.0007495033,0.0007051579,0.001487252,0.0004253013,0.0005664414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005831648,"about_ca_system_score_gemma":0.0004318982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251817,"about_ca_topic_score_gemma":0.001202632,"domain_scores_codex":[0.9905576,0.002860466,0.001434426,0.002421013,0.002510227,0.0002163122],"domain_scores_gemma":[0.9670357,0.01565887,0.005224266,0.007440579,0.004165285,0.0004753496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003021586,0.0001984481,0.6298307,0.0005265391,0.000991373,0.001045155,0.002866326,0.01524191,0.04887125,0.0007042976,0.003284937,0.2934175],"study_design_scores_gemma":[0.00006947349,0.0009077092,0.9388602,0.00007478916,0.0003158178,0.005924325,0.0003817058,0.01746213,0.03045565,0.0008569228,0.004590186,0.0001011059],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571801,0.001168934,0.03773605,0.00007664607,0.00004459067,0.0002212249,0.0005371805,0.0006504145,0.002384836],"genre_scores_gemma":[0.9933627,0.00009975756,0.005665906,0.00003150948,0.00001601149,0.000069409,0.0004298573,0.0001511564,0.00017372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006662794,"threshold_uncertainty_score":0.03523666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03280772369516751,"score_gpt":0.3477879432664905,"score_spread":0.3149802195713231,"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."}}