{"id":"W1981488326","doi":"10.1002/hed.22930","title":"Patient preferences for oropharyngeal cancer treatment de‐escalation","year":2012,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Princess Margaret Cancer Centre; Health Sciences Centre; Hamilton Health Sciences; University of Toronto; Juravinski Cancer Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Chemoradiotherapy; Head and neck cancer; Radiation therapy; Oncology; Internal medicine; Chemotherapy; Pathological; Cancer; Human papillomavirus; Head and neck; 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":[],"consensus_categories":[],"category_scores_codex":[0.00004403123,0.0001114654,0.0002617001,0.0000274359,0.00008741171,0.000005161814,0.00001660162,0.00004517333,0.000138166],"category_scores_gemma":[0.00001686546,0.00007783112,0.00006691124,0.00005405152,0.0000207466,0.00006584932,0.000009128814,0.00003825628,0.00001971623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002754279,"about_ca_system_score_gemma":0.0001118884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004061563,"about_ca_topic_score_gemma":0.0002328105,"domain_scores_codex":[0.9992784,0.00001432701,0.0001419527,0.0001289142,0.0001068629,0.0003295595],"domain_scores_gemma":[0.99962,0.00004002151,0.0000356326,0.0001017341,0.00005162197,0.0001510496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006104388,0.0006880881,0.632834,0.0001973057,0.0001588738,0.000002512503,0.00645984,0.000004393146,0.002752388,0.0001506987,0.01213798,0.3440035],"study_design_scores_gemma":[0.002385462,0.002669453,0.8245779,0.0002110781,0.0001928737,0.000009181117,0.0002882317,0.0001662946,0.0112301,0.00005724294,0.1580509,0.0001612702],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989082,0.005156066,0.00004260306,0.0009872274,0.0003454184,0.0005580877,0.00002787133,0.0000376661,0.003763043],"genre_scores_gemma":[0.9963248,0.0007114989,0.0007101414,0.0004635247,0.0005434269,0.0005241644,0.00001892113,0.00001346956,0.0006900131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3438422,"threshold_uncertainty_score":0.3173861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06688285712481143,"score_gpt":0.359784329718849,"score_spread":0.2929014725940375,"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."}}