{"id":"W2167865797","doi":"10.1093/annonc/mds322","title":"Locally advanced head and neck squamous cell cancer: treatment choice based on risk factors and optimizing drug prescription","year":2012,"lang":"en","type":"article","venue":"Annals of Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":65,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Squamous cell cancer; Head and neck cancer; Head and neck; Drug; Oncology; Medical prescription; Cancer; Cancer drugs; Internal medicine; Intensive care medicine; Surgery; Pharmacology","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":[],"consensus_categories":[],"category_scores_codex":[0.00128901,0.0001216494,0.0004432309,0.0003348262,0.0005851438,0.0006774638,0.0002345165,0.0004137361,0.003387664],"category_scores_gemma":[0.005658342,0.0001371312,0.0007452442,0.001036193,0.0002768805,0.0009391516,0.0002884136,0.0006536426,0.0001980635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009390599,"about_ca_system_score_gemma":0.00138058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0108161,"about_ca_topic_score_gemma":0.02670053,"domain_scores_codex":[0.9991325,0.0004700331,0.0000909689,0.00008762104,0.0001088004,0.0001101741],"domain_scores_gemma":[0.9974189,0.00139534,0.0006978198,0.00007584922,0.0001141329,0.0002979003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002280442,0.0005421994,0.9744878,0.00008783131,0.000240338,0.00006358248,0.0003046126,0.0001966736,0.000235689,0.0002039216,0.000428316,0.02092874],"study_design_scores_gemma":[0.000153999,0.001482801,0.9935676,0.00008257956,0.0004285992,0.0001799537,0.001224319,0.0007652106,0.0002375987,0.00047503,0.001384825,0.0000174707],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939261,0.002506207,0.00008400001,0.001084147,0.00002170109,0.00002960436,0.0001657748,0.00000214585,0.002180334],"genre_scores_gemma":[0.9987743,0.0006097418,0.0001544927,0.0001607087,0.00001912345,0.000006852299,0.00007232905,0.000001753122,0.0002006538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0108161,"threshold_uncertainty_score":0.02150631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06132193737321315,"score_gpt":0.3731085620028792,"score_spread":0.311786624629666,"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."}}