{"id":"W2040236424","doi":"10.5489/cuaj.1872","title":"Are stone analysis results different with repeated sampling?","year":2014,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Calcium oxalate; Struvite; Chemistry; Calcium; Medicine; Phosphate; Internal medicine; Biochemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.06216743,0.000737832,0.001146006,0.002755326,0.0004901033,0.002232881,0.002241044,0.001534974,0.001024391],"category_scores_gemma":[0.1911581,0.0005259326,0.002576627,0.003684492,0.001726817,0.001765936,0.001143791,0.0009434618,0.0005980788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009744523,"about_ca_system_score_gemma":0.0007022038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116957,"about_ca_topic_score_gemma":0.0009448954,"domain_scores_codex":[0.9224082,0.03710482,0.01270898,0.007677463,0.01803647,0.002064046],"domain_scores_gemma":[0.7006887,0.1492286,0.105729,0.02614169,0.0166597,0.001552263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003388781,0.00002519532,0.9899596,0.0001424346,0.0006602118,0.0001272622,0.0003149504,0.000109464,0.000291825,0.00005031542,0.0001779193,0.007801854],"study_design_scores_gemma":[0.0000220868,0.000514976,0.9943721,0.0001286637,0.0004133084,0.001353952,0.0002480974,0.0006793783,0.001079955,0.0001852516,0.000973215,0.00002896206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845069,0.005360366,0.006895316,0.000404927,0.0002816459,0.0001238714,0.0006825885,0.0001478482,0.001596572],"genre_scores_gemma":[0.9967518,0.0002786973,0.002097001,0.0001641559,0.0001492542,0.00005774292,0.0003273416,0.00004993385,0.0001242163],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06216743,"threshold_uncertainty_score":0.3287767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0184419043950083,"score_gpt":0.249862246083445,"score_spread":0.2314203416884367,"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."}}