{"id":"W1502426806","doi":"10.1002/hed.23947","title":"Comorbidity and performance status as independent prognostic factors in patients with head and neck squamous cell carcinoma","year":2014,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Canadian Cancer Society Research Institute","keywords":"Comorbidity; Medicine; Internal medicine; Head and neck squamous-cell carcinoma; Oncology; Head and neck cancer; Multivariate analysis; Head and neck; Basal cell; Overall survival; Cancer; Performance status; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009098279,0.0002434575,0.0004660676,0.00009409406,0.0001221745,0.00002088279,0.00004149303,0.00008062128,0.00001972296],"category_scores_gemma":[0.00006727387,0.0001797188,0.00002115486,0.000132716,0.0001072131,0.0001078822,0.00006963625,0.0002802347,0.00001058673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000882812,"about_ca_system_score_gemma":0.00009295034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071451,"about_ca_topic_score_gemma":0.0009001961,"domain_scores_codex":[0.9985464,0.00004088445,0.000235948,0.0003750441,0.0003220667,0.0004796618],"domain_scores_gemma":[0.9992803,0.00008404737,0.00006425714,0.0002128015,0.0000774658,0.0002811099],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005042067,0.0002776917,0.9949782,0.0003755094,0.000006701485,0.00001134856,0.001310847,0.000001095812,0.0000185403,0.000005237608,0.0001039998,0.002406584],"study_design_scores_gemma":[0.007106835,0.005553351,0.9848517,0.0001954152,0.00003918225,0.000007547103,0.0001311101,0.000125834,0.0003082868,0.000005303964,0.0014704,0.0002049932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967921,0.0004864695,0.000001244097,0.0001033019,0.00008977213,0.0006430921,0.00001095372,0.00003434316,0.00183868],"genre_scores_gemma":[0.9993744,0.00008911397,0.00006871959,0.0002305169,0.00004138993,0.0000256628,0.00002384179,0.00002711816,0.0001191644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0101265,"threshold_uncertainty_score":0.7328719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01578104295103621,"score_gpt":0.2501787371543885,"score_spread":0.2343976942033523,"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."}}