{"id":"W2085793842","doi":"10.1016/j.canlet.2014.01.025","title":"Recent advances in personalized colorectal cancer research","year":2014,"lang":"en","type":"review","venue":"Cancer Letters","topic":"Colorectal Cancer Treatments and Studies","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Cancer Research Society","keywords":"Colorectal cancer; Medicine; Cancer; Chemotherapy; Oncology; Personalized medicine; Precision medicine; Intensive care medicine; Adverse effect; Internal medicine; Causes of cancer; Bioinformatics; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004434246,0.0005493758,0.002622365,0.0004747014,0.0001571283,0.00003329346,0.0002271258,0.0002199931,0.0008720674],"category_scores_gemma":[0.0000932232,0.0003976019,0.0004307675,0.001029888,0.0004320215,0.00008138901,0.0001166119,0.001004299,0.00006321254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003642435,"about_ca_system_score_gemma":0.0009263343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003130894,"about_ca_topic_score_gemma":0.001515273,"domain_scores_codex":[0.9967017,0.000322375,0.0005885774,0.000869443,0.0006897602,0.0008281054],"domain_scores_gemma":[0.9988356,0.0003014095,0.000206858,0.0002953029,0.0001785952,0.0001822195],"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":[0.0002450555,0.0000649878,0.000355582,0.008714101,0.0003561474,0.0001114468,0.0002657786,0.000001560018,0.000005639263,0.00001553063,0.0142597,0.9756045],"study_design_scores_gemma":[0.001246636,0.0001741285,0.0001340458,0.01857112,0.0005936181,0.00001746312,0.00003958726,0.000001444943,0.000004335156,0.000004157255,0.9788591,0.0003543902],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004451268,0.9908249,0.000001053038,0.003351684,0.001023194,0.001891117,0.00009945089,0.00004758579,0.002315888],"genre_scores_gemma":[0.00002620656,0.9910959,0.00002063031,0.001019805,0.00102614,0.00577437,0.0000636959,0.00009233775,0.0008809083],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9752501,"threshold_uncertainty_score":0.9998476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041611847481495,"score_gpt":0.4616641971146255,"score_spread":0.3575030123664759,"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."}}