{"id":"W4255563201","doi":"10.1016/j.urpr.2017.09.018","title":"Editorial Commentary","year":2018,"lang":"en","type":"editorial","venue":"Urology Practice","topic":"Kidney Stones and Urolithiasis Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Referral; Columbia university; Library science; General surgery; Family medicine; Media studies","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006889467,0.00044885,0.0007352483,0.0001482356,0.0001719541,0.00003481164,0.0002403765,0.002355922,0.0004062655],"category_scores_gemma":[0.01013114,0.0003937637,0.0001990057,0.0001195779,0.0002400559,0.0002210117,0.0001916801,0.002065821,0.001470699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000196466,"about_ca_system_score_gemma":0.0006501434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003236097,"about_ca_topic_score_gemma":0.000003819051,"domain_scores_codex":[0.9970286,0.0002744769,0.0004305984,0.0007286812,0.001023012,0.0005146269],"domain_scores_gemma":[0.9943987,0.003113671,0.0004724804,0.0008627964,0.0008212444,0.000331155],"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":[0.00415056,0.0007302698,0.0001013301,0.00004232321,0.001007602,0.0001924143,0.0000738179,4.310691e-8,0.00000731015,0.000006094706,0.9934266,0.0002616305],"study_design_scores_gemma":[0.00403514,0.002941766,0.00002172213,0.0000204593,0.003850306,0.0001029997,0.00002485445,0.000001848982,0.000007413489,0.00003913521,0.9886966,0.0002577408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002299274,0.0004437855,0.000007386291,0.02658839,0.9589095,0.000415483,0.0001805477,0.0001265554,0.01330537],"genre_scores_gemma":[0.00001729507,0.0005115428,0.000608921,0.01536225,0.9789162,0.00005211158,0.001944229,0.00009741935,0.002490062],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02000668,"threshold_uncertainty_score":0.9998514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008846061250868016,"score_gpt":0.3256043861356235,"score_spread":0.3167583248847555,"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."}}