{"id":"W4241598970","doi":"10.1093/ndt/gfm432","title":"Clinical research of kidney diseases 1: researchable questions and valid answers","year":2007,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Renal Diseases and Glomerulopathies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Kidney disease; Intensive care medicine; Medical physics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3500104,0.002782051,0.01120579,0.007668051,0.007114184,0.02831984,0.006813834,0.0279006,0.006336072],"category_scores_gemma":[0.5371774,0.001952387,0.002567216,0.008346108,0.08842568,0.03833111,0.01351862,0.02409083,0.002436405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01409301,"about_ca_system_score_gemma":0.02672369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001653794,"about_ca_topic_score_gemma":0.001142058,"domain_scores_codex":[0.478323,0.4112139,0.04036334,0.01368755,0.0523346,0.004077556],"domain_scores_gemma":[0.220277,0.7012731,0.02303996,0.02853121,0.02285152,0.004027139],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002217365,0.0003240769,0.002837519,0.01526994,0.00061424,0.0003268463,0.007448337,0.0007607258,0.000328658,0.8057554,0.06804608,0.09806637],"study_design_scores_gemma":[0.0001566796,0.0001430008,0.0008423643,0.011136,0.0001164998,0.0002248526,0.004776605,0.0006600842,0.0001760331,0.9288822,0.05278553,0.0001001261],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.001963377,0.1901452,0.0254498,0.7575562,0.01602914,0.0004336967,0.0003061485,0.00007821083,0.008038221],"genre_scores_gemma":[0.1908713,0.2224179,0.1026318,0.3836556,0.09293405,0.003796406,0.0006006403,0.0002411336,0.002851157],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6499896,"threshold_uncertainty_score":0.8015529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05529087503588317,"score_gpt":0.4150877844825139,"score_spread":0.3597969094466307,"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."}}