{"id":"W1556003295","doi":"10.5772/19306","title":"Screening and Surveillance Colonoscopy","year":2011,"lang":"en","type":"book-chapter","venue":"InTech eBooks","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Colonoscopy; Medicine; Internal medicine; Colorectal cancer; Cancer","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001392255,0.0002683054,0.000438703,0.0001714938,0.00006927976,0.00001968001,0.00006513229,0.0003750314,0.0001933861],"category_scores_gemma":[0.00002947561,0.0002575327,0.0001170254,0.00001025695,0.0001644846,0.00001489648,0.00008573534,0.0005806192,0.00003328468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006236166,"about_ca_system_score_gemma":0.00007132275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001243535,"about_ca_topic_score_gemma":0.0001404599,"domain_scores_codex":[0.9990057,0.000008584599,0.000237126,0.000384878,0.0001823215,0.0001814437],"domain_scores_gemma":[0.9992825,0.0000513867,0.0001374054,0.000290001,0.0001047854,0.000133907],"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":[0.02731119,0.00002995562,0.001294466,0.0006719949,0.001001078,0.0005646973,0.0008516005,7.745572e-8,0.01405407,0.008916894,0.002612086,0.9426919],"study_design_scores_gemma":[0.00205537,0.01091275,0.001300561,0.002280987,0.00026061,0.001157801,0.00002816537,0.00002544739,0.05988117,0.01365286,0.9073524,0.001091816],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002279034,0.0009456694,0.00376218,0.0000470465,0.0002727462,0.0003937256,0.00001598538,0.0002820789,0.9920015],"genre_scores_gemma":[0.4927183,0.00006347506,0.0009312771,0.0002046024,0.0002687729,0.00002184426,0.00001009471,0.00006987083,0.5057117],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9416001,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03587539608971881,"score_gpt":0.2662644249779796,"score_spread":0.2303890288882608,"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."}}