{"id":"W3014154247","doi":"10.3390/cancers12040890","title":"A Fluorescence-Based Wireless Capsule Endoscopy System for Detecting Colorectal Cancer","year":2020,"lang":"en","type":"article","venue":"Cancers","topic":"Gastrointestinal Bleeding Diagnosis and Treatment","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Capsule endoscopy; Colorectal cancer; Capsule; Medicine; Endoscopy; Cancer; Abnormality; Radiology; Computer science; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005188144,0.0001591682,0.0003030492,0.00003157642,0.0001024124,0.00001911312,0.00006337734,0.00003924906,0.00002899899],"category_scores_gemma":[0.00008829023,0.0001369091,0.0001218481,0.0001588892,0.0000438251,0.00002624727,0.00001118703,0.0001003575,0.000008887745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00177325,"about_ca_system_score_gemma":0.0007543149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007229108,"about_ca_topic_score_gemma":0.00004126837,"domain_scores_codex":[0.9990395,0.00001128198,0.0001788441,0.0003102144,0.0001558301,0.0003043354],"domain_scores_gemma":[0.9993744,0.00007532185,0.00008951629,0.00008239766,0.0001173223,0.0002609642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003002082,0.00009790186,0.1926237,0.003472703,0.0004830821,0.0002737404,0.001160642,0.003941495,0.7686638,0.0001892326,0.00610606,0.01998555],"study_design_scores_gemma":[0.006027793,0.002359443,0.003733916,0.001768447,0.0004208852,0.00002501256,0.0009328407,0.06570844,0.9182344,0.000001194717,0.000565693,0.0002219146],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960992,0.0002845894,0.000555008,0.001470092,0.0003100081,0.0008535637,0.0000661597,0.0001684344,0.0001929085],"genre_scores_gemma":[0.994983,0.00001077802,0.003348662,0.0004367757,0.0003725384,0.0007934644,0.00001235105,0.00003231756,0.00001017973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1888898,"threshold_uncertainty_score":0.5582992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03120226962871154,"score_gpt":0.2810633607203467,"score_spread":0.2498610910916351,"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."}}