{"id":"W2000891188","doi":"10.3816/ccc.2008.n.051","title":"Trends in Chemotherapy Utilization for Colorectal Cancer","year":2008,"lang":"en","type":"article","venue":"Clinical Colorectal Cancer","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Colorectal cancer; Internal medicine; Stage (stratigraphy); Cancer; Adjuvant chemotherapy; Population; Chemotherapy; Oncology; Gastroenterology; Surgery; Breast 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002548651,0.0003284312,0.0009347893,0.0002043605,0.0001976781,0.00001205886,0.0001165643,0.0002731142,0.001015594],"category_scores_gemma":[0.0001675504,0.0002686744,0.0004463539,0.0007286607,0.0003661851,0.00009659963,0.00004673122,0.000303797,0.000008588555],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005948311,"about_ca_system_score_gemma":0.0004286188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005858721,"about_ca_topic_score_gemma":0.00452842,"domain_scores_codex":[0.997672,0.00006257187,0.0007605695,0.000687402,0.0002929387,0.0005245617],"domain_scores_gemma":[0.9988801,0.0003185711,0.0001837747,0.0001571307,0.0002480945,0.0002122878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009598227,0.0008027294,0.7814599,0.00004591196,0.0003143552,0.00004192366,0.0004809165,0.00001719841,0.000423345,0.00003695508,0.01250003,0.1942785],"study_design_scores_gemma":[0.008813974,0.002687197,0.9575824,0.0000972154,0.0001393457,0.00001989016,0.00005092873,0.0007588004,0.002620415,0.00005216107,0.02687482,0.0003028443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871467,0.004426778,0.00002525891,0.00285506,0.001112938,0.001029404,0.0001233147,0.0001095935,0.003170974],"genre_scores_gemma":[0.9857523,0.007691905,0.0002144743,0.001333073,0.0008321902,0.001924868,0.00007084034,0.00005995726,0.002120427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1939756,"threshold_uncertainty_score":0.9999765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1428829878580277,"score_gpt":0.4476129602540719,"score_spread":0.3047299723960442,"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."}}