{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004708293,0.001096081,0.0005339068,0.002501341,0.001668673,0.002642312,0.001094866,0.001682754,0.5112417],"category_scores_gemma":[0.00182268,0.0005566497,0.0005618561,0.00147092,0.0006631912,0.001792625,0.002124378,0.002493436,0.403623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234736,"about_ca_system_score_gemma":0.003402878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004521934,"about_ca_topic_score_gemma":0.02086576,"domain_scores_codex":[0.9994923,0.00005948261,0.00001646576,0.00003904355,0.000339254,0.00005344928],"domain_scores_gemma":[0.9992168,0.0001548051,0.00002474008,0.00006814728,0.0003935381,0.0001418642],"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":[0.000003824803,0.00001072028,0.0000281757,0.00003311646,4.914524e-7,0.0000255932,0.000022706,0.00006887413,0.00006239604,0.004032835,0.9421577,0.05355351],"study_design_scores_gemma":[0.000001285912,0.000002806468,0.0000483947,0.00003469009,4.12076e-7,0.00006206008,0.0000155349,0.00002370794,0.00001907956,0.00132556,0.9984647,0.000001605477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000114376,0.001895827,0.001059169,0.002195101,0.002627857,0.00006604868,0.0005790201,0.0004684817,0.9909942],"genre_scores_gemma":[0.0003357613,0.001161257,0.0005800032,0.001033889,0.0002931563,0.00003837329,0.0004095658,0.000112917,0.996035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5112417,"threshold_uncertainty_score":0.6971544,"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."}}