{"id":"W2055088872","doi":"10.1017/s0022215113001953","title":"Outcomes of transoral laser microsurgery for recurrent head and neck cancer","year":2013,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Transoral laser microsurgery; Head and neck cancer; Medicine; Microsurgery; Head and neck; Surgery; Radiation therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000331765,0.0001145437,0.0008982488,0.00008842024,0.00005516357,0.000001700739,0.00008618604,0.00009932763,0.0001439903],"category_scores_gemma":[0.00007686536,0.00006285124,0.0001404086,0.00005424513,0.0003334783,0.0000450868,0.00002147762,0.0002117152,0.000002121458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001880854,"about_ca_system_score_gemma":0.00009727843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001474638,"about_ca_topic_score_gemma":0.0002776634,"domain_scores_codex":[0.9990255,0.0001038566,0.0004799157,0.00008191096,0.00007364252,0.0002351359],"domain_scores_gemma":[0.9988637,0.0004701499,0.000258393,0.0001121529,0.000222723,0.00007290034],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002457625,0.0002293425,0.9489397,0.0002015998,0.0008595596,0.00001844504,0.001868678,0.00000230207,0.01063107,0.00008363471,0.02028638,0.0144216],"study_design_scores_gemma":[0.003149066,0.002548342,0.9816045,0.00008519331,0.0003807911,0.0007091856,0.000191676,0.00001176789,0.002912224,0.0003178728,0.008014713,0.00007467678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676482,0.006978993,0.00002905086,0.02444967,0.0004935668,0.0002924143,0.00001080905,0.000004130913,0.0000931309],"genre_scores_gemma":[0.9949161,0.002508521,0.0003243318,0.001931004,0.0001116715,0.00002552943,8.693057e-7,0.00001084554,0.0001711407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03266473,"threshold_uncertainty_score":0.2562999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0323072032393002,"score_gpt":0.3344867482948868,"score_spread":0.3021795450555866,"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."}}