{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008964741,0.0006237698,0.001051701,0.002575847,0.0002766826,0.001150102,0.0006209455,0.001033506,0.002499619],"category_scores_gemma":[0.001702756,0.0001993482,0.000587213,0.00237346,0.0005394447,0.001138104,0.0006537738,0.001617038,0.001203957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006013893,"about_ca_system_score_gemma":0.001333319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001155463,"about_ca_topic_score_gemma":0.0015027,"domain_scores_codex":[0.9995989,0.0001113419,0.00005318924,0.00005633548,0.0001538252,0.0000264631],"domain_scores_gemma":[0.9991565,0.0005582761,0.00005577777,0.00002159624,0.0001759761,0.00003199006],"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":[0.00003461586,0.00005400595,0.0003777826,0.01675218,0.0001275701,0.0001699197,0.0001161464,0.0005105825,0.0007979808,0.008504278,0.01860321,0.9539517],"study_design_scores_gemma":[0.00001065685,0.0001057707,0.001469411,0.00780579,0.0001610087,0.001201438,0.0001169713,0.000350681,0.0005726864,0.007437325,0.9807318,0.00003643952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001516116,0.9969054,0.0003770812,0.0006345039,0.0002352113,0.000007437404,0.00001974453,0.000009443185,0.001659511],"genre_scores_gemma":[0.00101461,0.9978675,0.0003791838,0.0002264328,0.0001963244,0.000007893535,0.00002244549,0.00000174248,0.0002839397],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002575847,"threshold_uncertainty_score":0.008362055,"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."}}