{"id":"W2914991217","doi":"10.21037/jgo.2019.01.15","title":"Assessment of the external validity of the AJCC 8th staging system for small intestinal adenocarcinoma: a time to reconsider the role of tumor location?","year":2019,"lang":"en","type":"article","venue":"Journal of Gastrointestinal Oncology","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Staging system; Adenocarcinoma; Oncology; Internal medicine; Cancer","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":[0.002110247,0.0002391669,0.0008845948,0.0001730233,0.00009038601,0.00001350745,0.0006658692,0.00002879888,0.00008136284],"category_scores_gemma":[0.001973901,0.0001177409,0.0004909483,0.0003584193,0.0003075982,0.00005863864,0.0002550206,0.0006370954,0.000007915484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006368171,"about_ca_system_score_gemma":0.002446959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009518112,"about_ca_topic_score_gemma":0.00001988162,"domain_scores_codex":[0.9967819,0.0005309043,0.001317091,0.0002260113,0.0007190017,0.0004250521],"domain_scores_gemma":[0.9933546,0.001658596,0.002074396,0.0005515247,0.002142431,0.0002184249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001326442,0.0006677164,0.9065594,0.0004109575,0.0001074649,0.00007853265,0.0000919669,0.0004872069,0.0891813,0.0003900798,0.0001545344,0.0005444101],"study_design_scores_gemma":[0.003198435,0.01829099,0.9098086,0.005254291,0.0004751029,0.04126686,0.001574497,0.002388412,0.01726064,0.0002836503,0.0001058014,0.00009269527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991933,0.00009937823,0.002814873,0.002684757,0.000157642,0.001475389,0.00002349895,0.000006751314,0.000804686],"genre_scores_gemma":[0.9563192,6.284649e-7,0.04315735,0.00008649517,0.0001428356,0.00002440204,8.780344e-7,0.00002453011,0.0002436799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07192066,"threshold_uncertainty_score":0.4801336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02969948866932156,"score_gpt":0.3154294504263732,"score_spread":0.2857299617570516,"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."}}