{"id":"W3154734525","doi":"10.3390/curroncol28030149","title":"Artificial Intelligence in Colorectal Cancer Screening, Diagnosis and Treatment. A New Era","year":2021,"lang":"en","type":"review","venue":"Current Oncology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":265,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Colorectal cancer; Precision medicine; Malignancy; Personalized medicine; Disease; Cancer; Artificial intelligence; Health care; Intensive care medicine; Bioinformatics; Pathology; Internal medicine; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001558284,0.000440875,0.002209906,0.0003954462,0.00006284608,0.0000311248,0.00008453243,0.0004629873,0.0003569568],"category_scores_gemma":[0.0001909857,0.0003702361,0.0003683265,0.0007057133,0.0001052048,0.00004202348,0.00009675082,0.0007607479,0.000015698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001316124,"about_ca_system_score_gemma":0.002108475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009839452,"about_ca_topic_score_gemma":0.004998197,"domain_scores_codex":[0.9977981,0.0002366582,0.0006832404,0.000731613,0.0001639365,0.0003864451],"domain_scores_gemma":[0.9988062,0.0004159966,0.000263524,0.0001754396,0.00006658806,0.0002722236],"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":[0.0002922263,0.0003227617,0.0006978008,0.00105978,0.000145543,0.0001079533,0.0001924285,0.000001090991,2.670626e-7,0.00002782658,0.0005246162,0.9966277],"study_design_scores_gemma":[0.0002944306,0.00333042,0.0001722722,0.01014278,0.001192151,0.0002381636,0.00004827512,0.00009383787,0.00002538575,0.00002394236,0.9841444,0.0002939056],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001117705,0.9954353,0.0002878527,0.0001985407,0.00154855,0.001123336,0.00003405365,0.00005974697,0.000194922],"genre_scores_gemma":[0.0002009913,0.9965893,0.0003662297,0.00001938979,0.001222279,0.001349071,0.0001212405,0.00004143631,0.00009006527],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9963338,"threshold_uncertainty_score":0.9998749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2849913484014093,"score_gpt":0.4837866887335323,"score_spread":0.198795340332123,"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."}}