{"id":"W1493961475","doi":"10.1002/9780471420194.tnmc57","title":"Gastrointestinal Stromal Tumour","year":2010,"lang":"en","type":"other","venue":"TNM Online","topic":"Gastrointestinal Tumor Research and Treatment","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"GiST; Stromal cell; Categorization; Medicine; Oncology; Internal medicine; Pathology; Computer science; Artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006233405,0.0004117148,0.0005535242,0.0003071431,0.00003151626,0.00001980348,0.0001705705,0.00008050782,0.04391035],"category_scores_gemma":[0.0003270122,0.0003221491,0.0001905501,0.0001267799,0.0001533725,0.00001356619,0.00009332418,0.001132107,0.001279943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006576353,"about_ca_system_score_gemma":0.0003431679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002613897,"about_ca_topic_score_gemma":0.0005588993,"domain_scores_codex":[0.9981693,0.00002574572,0.0002379464,0.0004492416,0.0005045776,0.0006132066],"domain_scores_gemma":[0.99865,0.00004365993,0.0001460239,0.0005027963,0.00008713245,0.0005703463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002345226,0.001559356,0.006612751,0.0002450274,0.000100811,0.009920253,0.000002806424,6.212584e-8,0.003675934,0.00006420373,0.9747619,0.002822355],"study_design_scores_gemma":[0.003919095,0.005016262,0.02430046,0.004157213,0.0003013226,0.03403881,0.00003768742,0.000079091,0.0001960833,0.00004889355,0.9274225,0.0004825864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007790038,0.000352277,0.0001494978,0.002029231,0.0002221132,0.001398503,0.00657576,0.001094596,0.980388],"genre_scores_gemma":[0.002336856,0.0000155196,0.09947049,0.0001155942,0.001818442,0.00003230469,0.004356219,0.0006207292,0.8912339],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09932099,"threshold_uncertainty_score":0.9999231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333974392853236,"score_gpt":0.3200367392471074,"score_spread":0.296696995318575,"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."}}