{"id":"W3132543689","doi":"10.1002/hed.26657","title":"Novel imaging classification system of nodal disease in human papillomavirus‐mediated oropharyngeal squamous cell carcinoma prognostic of patient outcomes","year":2021,"lang":"en","type":"article","venue":"Head & Neck","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Lymph; Medicine; Human papillomavirus; Oncology; Basal cell; Cervical lymph nodes; Disease; Radiology; Internal medicine; Pathology; Cancer; Metastasis","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":[0.003163067,0.0004897131,0.0004053848,0.002034679,0.0003662296,0.0007767299,0.0007193212,0.0005146975,0.001172334],"category_scores_gemma":[0.0080279,0.0001295112,0.0004583033,0.0009165154,0.0004179171,0.0007411279,0.0009042515,0.000531856,0.0003063132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005712726,"about_ca_system_score_gemma":0.0007556267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001804646,"about_ca_topic_score_gemma":0.002501581,"domain_scores_codex":[0.9991887,0.0002301657,0.0001507056,0.000137938,0.0002027696,0.00008976738],"domain_scores_gemma":[0.9953696,0.001049135,0.001536085,0.0003640139,0.001354958,0.0003261376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002128902,0.00002599928,0.9912609,0.0000263766,0.00004386206,0.00004186696,0.00005965495,0.0002243531,0.000756347,0.00005265329,0.000266205,0.007028904],"study_design_scores_gemma":[0.00005617615,0.0003263837,0.9876549,0.00004906977,0.0001424874,0.00113335,0.0003325935,0.008125783,0.001182882,0.0003492075,0.0006284813,0.0000187328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950718,0.0004945357,0.002670903,0.0001182332,0.00006017931,0.0000688965,0.0006577172,0.00003338117,0.0008242895],"genre_scores_gemma":[0.9964505,0.00006446636,0.002629176,0.00001166996,0.00002623283,0.00003769467,0.000668292,0.000006136398,0.0001056699],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003163067,"threshold_uncertainty_score":0.0167281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02572173999805742,"score_gpt":0.2863639393575686,"score_spread":0.2606421993595112,"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."}}