{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001464068,0.0007268788,0.001701293,0.002460576,0.0002906168,0.001302933,0.0006935576,0.001274258,0.005654222],"category_scores_gemma":[0.003098524,0.0002738548,0.000825118,0.002733247,0.0006162055,0.001482157,0.001046555,0.002249841,0.001160153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009688026,"about_ca_system_score_gemma":0.002138707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267575,"about_ca_topic_score_gemma":0.003437877,"domain_scores_codex":[0.9995477,0.0001427148,0.0000787309,0.00006033941,0.0001296746,0.00004089576],"domain_scores_gemma":[0.9978487,0.001524156,0.0002224787,0.00003896713,0.0002706294,0.00009506939],"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":[0.0001208705,0.00004930666,0.0002299581,0.03427174,0.0001553103,0.0001166373,0.00004658033,0.00021657,0.0004176569,0.002686035,0.03281445,0.9288748],"study_design_scores_gemma":[0.0000825696,0.0001310264,0.001255325,0.01832521,0.0005991958,0.0008182958,0.0001233995,0.0001188563,0.0002689539,0.003099118,0.9751492,0.00002884311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004441626,0.9985811,0.00006193533,0.0006885419,0.0002015947,0.000002964945,0.00001143212,0.000003379035,0.0004046025],"genre_scores_gemma":[0.0004441321,0.9983068,0.0001383779,0.0006078719,0.0002997087,0.000004221953,0.00001687493,9.038812e-7,0.0001812132],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005654222,"threshold_uncertainty_score":0.01891524,"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."}}