{"id":"W4252683545","doi":"10.1002/9780471420194.tnmc02.pub2","title":"Head and Neck Tumours","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Cutaneous Melanoma Detection and Management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Head and neck; Thyroid carcinoma; Medicine; Thyroid; Anaplastic carcinoma; Carcinoma; Melanoma; Pathology; Internal medicine; Cancer research; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002338233,0.0001546975,0.0002610841,0.0001702916,0.0000158671,0.000008955254,0.00003850615,0.0001856979,0.02111863],"category_scores_gemma":[0.000023872,0.000131178,0.00004347437,0.00005339065,0.00004088796,0.000004299008,0.00004008923,0.0003004219,0.000230995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001344631,"about_ca_system_score_gemma":0.00002368296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00014229,"about_ca_topic_score_gemma":0.00168277,"domain_scores_codex":[0.999427,0.000006113337,0.0001032257,0.0002109477,0.0001218941,0.0001308627],"domain_scores_gemma":[0.9995406,0.000007352104,0.00006188104,0.0002597361,0.00001214349,0.000118243],"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":[0.00003291631,0.0001306514,0.0001246448,0.0001281373,0.00004866839,0.0002100468,0.00001191481,1.445228e-8,0.0001575038,0.00004636557,0.9677878,0.03132136],"study_design_scores_gemma":[0.0006253626,0.00015392,0.00134445,0.0002016774,0.00009093123,0.0003517208,0.00001521364,0.00001819681,0.00001176151,0.0000100363,0.9970546,0.0001221429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005454853,0.0005958398,0.00001848543,0.001678549,0.0007963628,0.0005005008,0.000364968,0.0004470151,0.9901434],"genre_scores_gemma":[0.0006489311,0.0002622739,0.002267305,0.0009140294,0.001177975,0.000006401014,0.0004140251,0.0002259935,0.994083],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03119922,"threshold_uncertainty_score":0.9797762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01330475962078266,"score_gpt":0.2871246380967883,"score_spread":0.2738198784760057,"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."}}