{"id":"W4200151470","doi":"10.1016/j.ejso.2021.12.012","title":"Development of a cadaveric head and neck cancer model and three-dimensional analysis of margins in surgical navigation-aided ablations","year":2021,"lang":"en","type":"article","venue":"European Journal of Surgical Oncology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Surgical Specialties (Canada); University Health Network","funders":"","keywords":"Cadaveric spasm; Medicine; Cadaver; Gross examination; Craniofacial; Surgery; Radiology; Pathology","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":[0.0008633875,0.00009873277,0.0006864491,0.0003255316,0.00003491496,0.000005057992,0.00004756946,0.0000372272,0.0001439278],"category_scores_gemma":[0.00002392284,0.00007945089,0.0001090599,0.0005606888,0.00009703845,0.00005079775,0.0000901548,0.0001918024,5.734653e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007838509,"about_ca_system_score_gemma":0.0003535306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001220816,"about_ca_topic_score_gemma":0.00006056063,"domain_scores_codex":[0.9982909,0.0002186522,0.0009242512,0.0001554171,0.0002768413,0.0001339522],"domain_scores_gemma":[0.9989883,0.0001625266,0.0003616647,0.00008628554,0.0002475147,0.0001537085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007748437,0.004426209,0.5121313,0.000696107,0.01004878,0.1790767,0.008765717,0.1086148,0.02005579,0.005930503,0.0005294578,0.1419761],"study_design_scores_gemma":[0.0090373,0.0006707789,0.915251,0.0004796508,0.001282719,0.003222776,0.0002152565,0.04963256,0.0002457163,0.00006251696,0.01970432,0.0001954497],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952688,0.0009512634,0.0001997084,0.0007177121,0.00003923245,0.00006502128,0.000005034882,0.000002147301,0.002751032],"genre_scores_gemma":[0.9856121,0.0001079549,0.01409691,0.00002058001,0.00002792689,0.000001074773,0.00001241284,0.000008189384,0.0001128774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4031196,"threshold_uncertainty_score":0.3239913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04768239612666013,"score_gpt":0.3236891317966185,"score_spread":0.2760067356699584,"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."}}