{"id":"W4251832590","doi":"10.1007/978-3-030-48363-0","title":"Surgical Oncology Manual","year":2020,"lang":"en","type":"book","venue":"","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Multidisciplinary approach; Medical physics; Multidisciplinary team; Surgical oncology; General surgery; Oncology; Nursing","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007300967,0.0002078806,0.0007744216,0.00005410246,0.00003615405,0.000001927606,0.0001015683,0.0009506333,0.009250404],"category_scores_gemma":[0.00001385361,0.0001518074,0.0001808984,0.00002978297,0.0002933469,0.00001658501,0.00003758572,0.0009021562,0.001060183],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004872726,"about_ca_system_score_gemma":0.00123569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.235844e-7,"about_ca_topic_score_gemma":0.000002287072,"domain_scores_codex":[0.9990508,0.00003264835,0.0002474258,0.0003270165,0.000152947,0.0001891521],"domain_scores_gemma":[0.9992059,0.0002856978,0.00008669792,0.0001996836,0.00003472596,0.0001873352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006250444,0.00007758896,0.00001446173,0.00006309208,0.0002190513,0.006652274,0.00005169608,3.472986e-7,0.000003070413,0.02443864,0.8539511,0.1139036],"study_design_scores_gemma":[0.001538651,0.00167911,0.000005795004,0.00003469298,0.000113871,0.001939824,0.000008008363,0.000008665781,0.000009019307,0.002561897,0.9919482,0.000152299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001727832,0.002111008,0.0003553083,0.007859761,0.0009770755,0.0002839179,0.000006828807,0.0001459082,0.9882585],"genre_scores_gemma":[0.00000646481,0.00413248,0.004969794,0.008839468,0.004982368,0.00001040931,0.0001194834,0.00004220262,0.9768974],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.137997,"threshold_uncertainty_score":0.9997176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189870755975023,"score_gpt":0.4130895473028651,"score_spread":0.3911908397431149,"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."}}