{"id":"W1912734915","doi":"10.1016/j.radonc.2015.06.007","title":"Primary tumor delineation based on 18FDG PET for locally advanced head and neck cancer treated by chemo-radiotherapy","year":2015,"lang":"en","type":"article","venue":"Radiotherapy and Oncology","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Head and neck cancer; Radiation therapy; Head and neck; Radiology; Nuclear medicine; Oncology; 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":[0.0002029022,0.0002302042,0.0007122263,0.00007885572,0.0001015571,0.0000113819,0.00004272292,0.0001003124,0.00003727734],"category_scores_gemma":[0.00003188464,0.0001840744,0.00005391985,0.0001094784,0.0001366359,0.00005700937,0.000005073242,0.000125315,5.190677e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008446972,"about_ca_system_score_gemma":0.0004299062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009966241,"about_ca_topic_score_gemma":0.0001427006,"domain_scores_codex":[0.9988766,0.00005616858,0.0002560755,0.0003808091,0.000133307,0.0002969914],"domain_scores_gemma":[0.9992415,0.0001669971,0.00009220243,0.00014797,0.0001241301,0.0002271738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03399772,0.001038455,0.0388993,0.0003451357,0.0003946801,0.00007744454,0.001281344,0.0001860822,0.05400595,0.00005934028,0.06897715,0.8007374],"study_design_scores_gemma":[0.04884378,0.02116192,0.0115372,0.0002404312,0.00009938136,0.0001154435,0.00009035246,0.02664792,0.002617695,0.00001981423,0.8882281,0.0003979816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9480082,0.03176748,0.004372021,0.01335841,0.0002581147,0.001285077,0.00007023025,0.00009593526,0.000784482],"genre_scores_gemma":[0.6804791,0.06277924,0.07235685,0.1715711,0.002840379,0.002568776,0.0005016263,0.000369974,0.006532964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8192509,"threshold_uncertainty_score":0.7506338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0243951944313579,"score_gpt":0.3454525911200349,"score_spread":0.321057396688677,"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."}}