{"id":"W4221108361","doi":"10.3390/curroncol29030146","title":"Applications of Artificial Intelligence in Screening, Diagnosis, Treatment, and Prognosis of Colorectal Cancer","year":2022,"lang":"en","type":"review","venue":"Current Oncology","topic":"Radiomics and Machine Learning in Medical Imaging","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Key Research and Development Program of Sichuan Province; National Natural Science Foundation of China","keywords":"Medicine; Colorectal cancer; Clinical Practice; Artificial intelligence; Cancer; Intensive care medicine; Internal medicine; Computer science; Family medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0002727431,0.0001917707,0.001493952,0.0003284166,0.00003321465,0.000002975643,0.0001193108,0.0001247114,0.0002733321],"category_scores_gemma":[0.0001877627,0.0001549722,0.0001879386,0.0004270395,0.000265911,0.00001275024,0.00009200045,0.000515654,8.38308e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002704997,"about_ca_system_score_gemma":0.0005246587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001702613,"about_ca_topic_score_gemma":0.0000500041,"domain_scores_codex":[0.9984955,0.0001754055,0.0007195281,0.0003148895,0.0001196261,0.0001750247],"domain_scores_gemma":[0.9986606,0.0005934024,0.0004974151,0.0001268148,0.00003382121,0.00008790065],"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":[0.00001731676,0.0009124236,0.008842159,0.004813292,0.00009649034,0.00000475363,0.0001475679,0.000001825174,5.595284e-7,0.0002099307,0.00005904046,0.9848946],"study_design_scores_gemma":[0.0001764632,0.0005829332,0.0001301218,0.002615186,0.0008673018,0.00002635066,0.00005106875,0.0003705133,0.000005878566,0.00003833664,0.9950362,0.0000996516],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005097357,0.9968318,0.0006397637,0.0001138595,0.0002272645,0.001485551,0.00006555069,0.00001083847,0.0001156232],"genre_scores_gemma":[0.0002996304,0.9945939,0.0007405205,0.000006750117,0.0001159725,0.004074016,0.0001400208,0.00002169747,0.000007522998],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9949772,"threshold_uncertainty_score":0.6319584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1773342404678951,"score_gpt":0.4962540904952588,"score_spread":0.3189198500273637,"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."}}