{"id":"W2947580884","doi":"10.22374/jeleu.v2ispecial","title":"West Midlands Endourology Meeting: Abstracts","year":2019,"lang":"en","type":"article","venue":"Journal of Endoluminal Endourology","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Library science; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000413025,0.0001855919,0.000599436,0.0002770064,0.00005591095,0.00001741272,0.0002512737,0.0001745541,0.000706267],"category_scores_gemma":[0.0002698242,0.0001503672,0.0002824142,0.0001421818,0.00009811061,0.0001051537,0.00005376859,0.0007512424,0.0002538418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003798379,"about_ca_system_score_gemma":0.0002114926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002460705,"about_ca_topic_score_gemma":0.00001088828,"domain_scores_codex":[0.9982306,0.00007694,0.0007725567,0.0002213528,0.0002845336,0.0004140176],"domain_scores_gemma":[0.9982085,0.0002759962,0.0006388532,0.0002862879,0.0003288018,0.0002615989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.010543,0.00198423,0.5140958,0.0003875409,0.001330265,0.00342604,0.0009271459,0.001492376,0.4325253,0.004382927,0.02272237,0.006182968],"study_design_scores_gemma":[0.01167072,0.0141145,0.6387922,0.0001392832,0.0007635198,0.09164243,0.0002296729,0.0004280857,0.007058415,0.001725555,0.2329753,0.0004603119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651345,0.0007940117,0.00005813629,0.007019993,0.0006269101,0.0001836594,0.000003153534,0.00002287121,0.02615676],"genre_scores_gemma":[0.9945609,0.00008918458,0.00122774,0.002379866,0.0007362537,0.000004540679,0.00000618509,0.00002631233,0.0009690255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4254669,"threshold_uncertainty_score":0.7733129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01390764174977976,"score_gpt":0.267428595173257,"score_spread":0.2535209534234772,"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."}}