{"id":"W3127485932","doi":"10.1016/j.oraloncology.2021.105178","title":"Transoral surgery may be less cost effective than radiotherapy","year":2021,"lang":"en","type":"letter","venue":"Oral Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Radiation therapy; General surgery; Surgery","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003377643,0.0004521189,0.002840426,0.0001961221,0.00009928263,0.0000156303,0.0001144058,0.001357157,0.0006575861],"category_scores_gemma":[0.00006201443,0.0003742934,0.0005485373,0.0002397775,0.0003068242,0.00003932026,0.00002962615,0.001974857,0.00002723847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008738715,"about_ca_system_score_gemma":0.0009914363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003289285,"about_ca_topic_score_gemma":0.0003881721,"domain_scores_codex":[0.9973822,0.0005793395,0.0004013885,0.0006308896,0.000305832,0.000700341],"domain_scores_gemma":[0.9980583,0.001163843,0.0001496556,0.0003633153,0.0001429739,0.0001219039],"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":[0.0003853952,0.0001232237,0.004184135,0.0003531146,0.0006188595,0.007814507,0.0003594638,1.721251e-7,0.0001394368,0.000004994461,0.8877007,0.098316],"study_design_scores_gemma":[0.001899455,0.001283438,0.004435293,0.0002850495,0.0003138203,0.0003857846,0.00007724244,0.000002302114,0.0002331514,0.000005621629,0.9907326,0.0003462922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01382869,0.007611569,0.00005132413,0.9670786,0.003232965,0.001480558,0.0001096239,0.0001028886,0.006503804],"genre_scores_gemma":[0.005312377,0.003689354,0.000326552,0.9700041,0.00821659,0.0009080429,0.0007675076,0.0001400731,0.01063539],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1030319,"threshold_uncertainty_score":0.9999393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07702307429541161,"score_gpt":0.3683887808107142,"score_spread":0.2913657065153026,"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."}}