{"id":"W2945651203","doi":"10.1093/jcag/gwz013","title":"An Electronic Clinical Decision-Making Tool for Patients with Suspected Colorectal Cancer—Preliminary Evaluation in Patients Presenting with Rectal Bleeding","year":2019,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Western University; McMaster University; University of Calgary","funders":"Canadian Association of Gastroenterology","keywords":"Medicine; Colorectal cancer; General surgery; Cancer; Radiology; Internal medicine; Oncology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005830246,0.0004428715,0.0006614557,0.003134788,0.0004020312,0.001055578,0.0008044415,0.0005954411,0.004026087],"category_scores_gemma":[0.03775278,0.0001885807,0.0005425898,0.002025086,0.0002275425,0.0008080459,0.0009435213,0.0005275413,0.0006692092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005787122,"about_ca_system_score_gemma":0.001149924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009783193,"about_ca_topic_score_gemma":0.001903985,"domain_scores_codex":[0.9945234,0.003695979,0.0008009984,0.0002745021,0.0005195645,0.0001856308],"domain_scores_gemma":[0.968397,0.02312752,0.004156352,0.0008085057,0.002265451,0.001245172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00316663,0.001080046,0.8106998,0.0005379323,0.0001711304,0.0009310318,0.0007521462,0.002355004,0.0006236421,0.0004851594,0.00985852,0.1693389],"study_design_scores_gemma":[0.001587123,0.005264115,0.8994874,0.001229459,0.000390563,0.005419274,0.002321136,0.06361308,0.003134898,0.001715842,0.01565486,0.0001822347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9770287,0.0008227456,0.007784938,0.001933558,0.0001212262,0.002001985,0.003697111,0.0003674013,0.006242409],"genre_scores_gemma":[0.9642784,0.0002548472,0.03215583,0.0003123079,0.00007703705,0.001017763,0.001395428,0.0000104246,0.0004980244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005830246,"threshold_uncertainty_score":0.03083366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008189655015993936,"score_gpt":0.2860259105752116,"score_spread":0.2778362555592176,"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."}}