{"id":"W4254597339","doi":"10.21203/rs.2.12799/v2","title":"Obesity, Diabetes and the Risk of Colorectal Adenoma and Cancer","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Metabolism, Diabetes, and Cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Colorectal cancer; Obesity; Diabetes mellitus; Medicine; Colorectal adenoma; Internal medicine; Cancer; Adenoma; Oncology; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001427701,0.0001879893,0.0003948874,0.00007370356,0.0001199483,0.00006674121,0.0003229889,0.0003300593,0.00004605476],"category_scores_gemma":[0.0003308228,0.0001285836,0.0001138768,0.00007986825,0.000765651,0.000002456105,0.001567713,0.0006006539,0.000002697726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001780111,"about_ca_system_score_gemma":0.0002792274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004447452,"about_ca_topic_score_gemma":0.0001556845,"domain_scores_codex":[0.9978892,0.0006382539,0.0001939719,0.0005096178,0.0003848717,0.0003841462],"domain_scores_gemma":[0.9987791,0.0001606141,0.0001266262,0.000508185,0.0003270505,0.000098426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008146684,0.0001533655,0.8505809,0.00390735,0.001243798,0.000002021863,0.001126252,0.0002041289,0.01565816,0.0005353963,0.007724139,0.1180498],"study_design_scores_gemma":[0.007838316,0.001165641,0.5826734,0.001354845,0.0005264627,0.000003203515,0.001220539,0.001901911,0.2227487,0.007546178,0.1717059,0.001314871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6011476,0.3976954,0.000002495028,0.00004229666,0.0001101463,0.0004903586,0.0002650381,0.000002710898,0.0002439427],"genre_scores_gemma":[0.682785,0.3165374,0.00002036989,0.0000234463,0.0002290184,0.0001691308,0.00004482197,0.00001860496,0.0001721282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2679076,"threshold_uncertainty_score":0.5243489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0176174980193711,"score_gpt":0.3277664450291467,"score_spread":0.3101489470097756,"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."}}