{"id":"W2959811505","doi":"10.1002/hed.25864","title":"The image‐guided operating room—Utility and impact on surgeon's performance in the head and neck surgery","year":2019,"lang":"en","type":"article","venue":"Head & Neck","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Sinai Health System; Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Princess Margaret Cancer Foundation","keywords":"Medicine; Image quality; Neurosurgery; Radiology; Artifact (error); Head and neck; Cardiothoracic surgery; Image-guided surgery; Surgery; Nuclear medicine; Medical physics; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006606324,0.0001916955,0.000258568,0.00003692019,0.0002369662,0.0001296715,0.0001252645,0.00003355012,0.00005664383],"category_scores_gemma":[0.0000151175,0.0001058755,0.00006941242,0.0001382316,0.00006741767,0.0002460001,0.00003462342,0.0002666615,0.000004184079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002724153,"about_ca_system_score_gemma":0.00004861097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003299343,"about_ca_topic_score_gemma":0.00001625865,"domain_scores_codex":[0.9989101,0.0001165274,0.0002454132,0.0002559257,0.0001345274,0.0003374964],"domain_scores_gemma":[0.9988986,0.0005568772,0.00007800513,0.0003900278,0.00003025073,0.0000462721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005089436,0.00004483359,0.9606768,0.00001606548,0.00001362378,0.00000112042,0.00024511,0.00002255986,0.0004412696,0.0002974661,0.0008384513,0.03735173],"study_design_scores_gemma":[0.0004443461,0.0001403553,0.9854793,0.0001220144,0.000003829417,0.000007093002,0.0001270794,0.004243865,0.001346428,0.0003274949,0.007554071,0.000204156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969643,0.0003189038,0.0001466286,0.0004044637,0.00004888713,0.000440919,0.00000994026,0.00003161817,0.001634372],"genre_scores_gemma":[0.9989805,0.0001267616,0.0005024151,0.0001478077,0.00008535028,0.00003668331,0.000006924693,0.00001950707,0.00009400001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03714758,"threshold_uncertainty_score":0.4317478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01571036752850842,"score_gpt":0.304028760547279,"score_spread":0.2883183930187705,"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."}}