{"id":"W4387303160","doi":"10.21203/rs.3.rs-3314744/v1","title":"Barriers to Transanal Endoscopic Surgery Referral in Canada","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Colorectal Cancer Screening and Detection","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Referral; Confidence interval; Surgery; General surgery; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00111887,0.0001972332,0.0003338143,0.001279889,0.00450675,0.001991662,0.00115813,0.0006902734,0.004488474],"category_scores_gemma":[0.00895835,0.0003580065,0.0004109688,0.004224102,0.001428506,0.0004597087,0.001647622,0.001191501,0.0002072253],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04286947,"about_ca_system_score_gemma":0.1089097,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9932286,"about_ca_topic_score_gemma":0.995826,"domain_scores_codex":[0.9968352,0.0003084844,0.0002171539,0.0002874226,0.001108685,0.001243152],"domain_scores_gemma":[0.9821029,0.001936846,0.003285077,0.0002069424,0.00537606,0.007092336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006826806,0.00007565187,0.965012,0.0002246666,0.00004227214,0.0006245279,0.005230178,0.0002393024,0.0003084209,0.0008068179,0.009675927,0.017692],"study_design_scores_gemma":[0.00001726131,0.00004392689,0.9772609,0.0003309904,0.00002372136,0.0003554956,0.01476041,0.0005652274,0.0001212799,0.0001417937,0.006337323,0.00004175921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675403,0.002125238,0.0002808163,0.01435606,0.00009900596,0.0001295796,0.002531634,0.000032714,0.01290485],"genre_scores_gemma":[0.9954592,0.001282629,0.0002671013,0.001523001,0.00001602869,0.00002505319,0.0003994098,0.000008526488,0.001018966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9571306,"threshold_uncertainty_score":0.3110412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1401163607518468,"score_gpt":0.4004688495334426,"score_spread":0.2603524887815959,"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."}}