{"id":"W2068298342","doi":"10.1136/bmj.324.7332.302d","title":"Saw Taik Leong","year":2002,"lang":"en","type":"article","venue":"BMJ","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; World Wide Web; Computer graphics (images)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000191482,0.00003146024,0.0000512989,0.00001501353,0.00003124384,0.000005733785,0.0000290003,0.00001901501,0.001047698],"category_scores_gemma":[0.00002178418,0.00002544421,0.00002878317,0.00005244242,0.00001112322,0.00001697234,0.000009000412,0.00004574099,0.000601714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007116106,"about_ca_system_score_gemma":0.000004953632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006517572,"about_ca_topic_score_gemma":0.000002053195,"domain_scores_codex":[0.9997266,0.000003015114,0.00006995587,0.00006837882,0.00006074966,0.00007130588],"domain_scores_gemma":[0.999762,0.000006385923,0.00001419187,0.0001523903,0.00002039896,0.00004463706],"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":[0.00000982178,0.00009839235,0.006864928,0.00002622158,0.00002454448,0.00001457292,0.0001658849,0.000002543605,0.002689811,0.003983838,0.9692201,0.01689931],"study_design_scores_gemma":[0.0007882953,0.0001770838,0.1342561,0.00005825073,0.00005461652,0.0003550038,0.00005255304,0.004410821,0.0005197088,0.001025127,0.8581517,0.0001507596],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1934516,0.001165869,0.0005673932,0.1182762,0.0001395661,0.0005567591,0.000003683413,0.0001866954,0.6856522],"genre_scores_gemma":[0.9781128,0.0000111681,0.0007378302,0.002078593,0.0002353528,0.00001869698,0.000002697403,0.000004933088,0.01879792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7846612,"threshold_uncertainty_score":0.9998655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05692778671189987,"score_gpt":0.3156427969857884,"score_spread":0.2587150102738885,"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."}}