{"id":"W2271136784","doi":"10.1002/hed.24374","title":"Clinical outcomes in patients with T4 laryngeal cancer treated with primary radiotherapy versus primary laryngectomy","year":2016,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Laryngectomy; Radiation therapy; Surgery; Primary treatment; Primary tumor; Head and neck cancer; Cancer; Larynx; Internal medicine; Metastasis","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":[0.0001492412,0.000334525,0.001131363,0.0001146823,0.00006893243,0.000009699906,0.0001042914,0.0001335546,0.0001411374],"category_scores_gemma":[0.00002815453,0.0001681582,0.0001101839,0.0002626849,0.0002079153,0.000161439,0.00003498062,0.0002564766,0.00002048071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005284993,"about_ca_system_score_gemma":0.0004102642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003845726,"about_ca_topic_score_gemma":0.001110325,"domain_scores_codex":[0.997922,0.0000857323,0.0004530321,0.0005402371,0.0004640341,0.0005349495],"domain_scores_gemma":[0.998869,0.0002636347,0.0001133306,0.0004005175,0.0001279826,0.0002255042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01585841,0.000761512,0.9399092,0.00008276771,0.0004342222,0.00008761879,0.0001041016,2.615128e-7,0.00004823395,0.000004031896,0.001976929,0.04073276],"study_design_scores_gemma":[0.04743914,0.005188406,0.93188,0.0006999963,0.0001098371,0.000002875022,0.000008230848,0.000001077424,0.00003214586,9.382316e-7,0.01437717,0.000260159],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919968,0.001109521,0.000007270502,0.002317431,0.0002238747,0.000793195,0.00004211752,0.0001135783,0.003396164],"genre_scores_gemma":[0.9912844,0.001772697,0.001019933,0.003285695,0.000288978,0.000187084,0.00004507623,0.00009731375,0.002018791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0404726,"threshold_uncertainty_score":0.6857291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02745349903392615,"score_gpt":0.3289463837237431,"score_spread":0.3014928846898169,"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."}}