{"id":"W2171129469","doi":"10.3747/pdi.2012.00083","title":"Outcome of Acute Peritoneal Dialysis in Northern Tanzania","year":2012,"lang":"en","type":"article","venue":"Peritoneal Dialysis International","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":83,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Peritoneal dialysis; Intensive care medicine; Nephrology; Tanzania; Acute kidney injury; Dialysis; Referral; Emergency medicine; Internal medicine; Family 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007088857,0.000283154,0.0007862811,0.0008075538,0.00006091242,0.00003648322,0.0004819111,0.0001896583,0.002559026],"category_scores_gemma":[0.0004832708,0.0002585335,0.0005036339,0.0007120043,0.0002226359,0.0003779702,0.0002537141,0.0004573173,0.000273689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004609259,"about_ca_system_score_gemma":0.0001428404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006544131,"about_ca_topic_score_gemma":0.0003497888,"domain_scores_codex":[0.9965069,0.0001183511,0.0009781864,0.0003975444,0.001388862,0.0006101015],"domain_scores_gemma":[0.9983258,0.0001310909,0.00020887,0.0005005011,0.0004238988,0.0004097896],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004697427,0.0007708215,0.9747029,0.00003021249,0.001204716,0.00004694811,0.001154712,0.000004196847,0.01793786,0.0002202151,0.0008384151,0.002619262],"study_design_scores_gemma":[0.002938089,0.0001906101,0.9702289,0.0000496828,0.0008140721,0.0001145829,0.0003687233,0.001607219,0.01003091,0.00004529486,0.0131878,0.0004241052],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837452,0.0001192518,0.0001556313,0.002937784,0.0007792749,0.000297779,0.0004317573,0.00004833727,0.01148503],"genre_scores_gemma":[0.9943538,0.00007414001,0.001501023,0.0003314073,0.001125442,0.0001282737,0.0005435221,0.00005019255,0.001892226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01234938,"threshold_uncertainty_score":0.9999867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03024690546501427,"score_gpt":0.3632122109269912,"score_spread":0.3329653054619769,"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."}}