{"id":"W2337266828","doi":"10.1136/gutjnl-2016-311555","title":"Increasing detection rates for diminutive adenomas: are we on the right track?","year":2016,"lang":"en","type":"letter","venue":"Gut","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Diminutive; Medicine; Track (disk drive); Adenoma; Internal medicine; Gastroenterology; Computer science; Linguistics; Philosophy","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":[0.0002610126,0.0002665451,0.0003451565,0.0001514219,0.0002483641,0.00004073746,0.0000972585,0.0005098069,0.00009689103],"category_scores_gemma":[0.0002989998,0.0001481962,0.0002340901,0.0001168537,0.00007020532,0.0000444435,0.00001906319,0.0008767238,0.00006534458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003077752,"about_ca_system_score_gemma":0.00006777734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006485577,"about_ca_topic_score_gemma":0.00007390255,"domain_scores_codex":[0.9986846,0.0001273042,0.0002063874,0.0004055611,0.000266203,0.0003099101],"domain_scores_gemma":[0.9982839,0.0009825692,0.0002275725,0.0003286853,0.0001335442,0.0000436775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006629868,0.0000205924,0.00007911767,0.0002821098,0.0002139011,0.00009487021,0.000201195,5.995051e-7,0.003034389,0.00001042457,0.923341,0.06609197],"study_design_scores_gemma":[0.000763367,0.001751799,0.001007045,0.001197806,0.0002330653,0.0001683452,0.0000523254,0.00005632458,0.01908072,0.0004307909,0.9750201,0.0002383333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03290847,0.0007989403,0.002197428,0.9553444,0.001751614,0.001732513,0.0001371534,0.0002855054,0.004843981],"genre_scores_gemma":[0.6706539,0.0001321364,0.0001505731,0.2871951,0.02774131,0.000869674,0.00009575445,0.0001545348,0.01300701],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6681493,"threshold_uncertainty_score":0.6043267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03519340867623708,"score_gpt":0.2894593109785039,"score_spread":0.2542659023022668,"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."}}