{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009580627,0.0007523753,0.00136034,0.00254471,0.0003016007,0.001276763,0.0007526976,0.001611886,0.002675349],"category_scores_gemma":[0.001810456,0.0002631033,0.0007304877,0.0026629,0.000999238,0.001625574,0.0007234084,0.002817249,0.00123036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001031838,"about_ca_system_score_gemma":0.001556373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001741189,"about_ca_topic_score_gemma":0.002369718,"domain_scores_codex":[0.9994273,0.00018487,0.00007698502,0.00006479327,0.0002116138,0.00003453308],"domain_scores_gemma":[0.998745,0.0008606541,0.0001070285,0.00003044443,0.0002012677,0.00005567553],"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":[0.00004745818,0.00005450013,0.0002802478,0.02277026,0.0001458417,0.0001291884,0.0001245021,0.0004779244,0.0005745089,0.008725741,0.03710776,0.929562],"study_design_scores_gemma":[0.00001874473,0.0001236379,0.001554471,0.01056454,0.0001344552,0.001121275,0.0001057436,0.0002667646,0.0002770981,0.01040145,0.9753998,0.00003197756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006262293,0.9980289,0.0001630757,0.0007353141,0.0002440038,0.000003941453,0.000007382941,0.000006334,0.0007483627],"genre_scores_gemma":[0.0007285032,0.9979511,0.0002480679,0.0004079712,0.0003323379,0.000006892181,0.00001333069,0.000001596679,0.0003101497],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002675349,"threshold_uncertainty_score":0.008949935,"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."}}