{"id":"W3021586530","doi":"10.1016/j.ijrobp.2006.07.947","title":"2535","year":2006,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Nonmelanoma Skin Cancer Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hôtel-Dieu de Québec","funders":"","keywords":"Medicine; Histology; Stage (stratigraphy); Internal medicine; Lymphoma; Radiation therapy; Chemotherapy; Gastroenterology; Thyroid; B symptoms; 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":[0.000282843,0.0001671216,0.0004526556,0.0001519836,0.00006038261,0.00001754346,0.0002693135,0.0001701892,0.00009553279],"category_scores_gemma":[0.0001706075,0.000144315,0.0002347199,0.0001379481,0.0001910598,0.0001794049,0.00005849705,0.0003769276,0.00005568164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006347403,"about_ca_system_score_gemma":0.0004263697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000367693,"about_ca_topic_score_gemma":0.000006359275,"domain_scores_codex":[0.9985409,0.00009319108,0.000681861,0.0001794065,0.0002964854,0.0002081059],"domain_scores_gemma":[0.9981219,0.0002596395,0.0008256838,0.0001309692,0.0005832771,0.00007857304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003975618,0.0004868539,0.8493722,0.000007895894,0.0006732494,0.0001362726,0.0001634187,0.0002444796,0.005423421,0.02252701,0.01272081,0.1078468],"study_design_scores_gemma":[0.01179146,0.001999039,0.5511092,0.0001009172,0.0003108625,0.001241828,0.0001020538,0.0005789243,0.01259923,0.04160956,0.3782001,0.0003568289],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9179866,0.003247493,0.02191443,0.01711744,0.008894303,0.0003547872,0.00007542381,0.000087056,0.03032246],"genre_scores_gemma":[0.9859559,0.0004144398,0.004660781,0.00120589,0.007477418,0.000007768156,0.00004922938,0.00002541078,0.0002031613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3654793,"threshold_uncertainty_score":0.5884993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01839359442799245,"score_gpt":0.3351971128685388,"score_spread":0.3168035184405463,"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."}}