{"id":"W3134180589","doi":"10.7759/cureus.13785","title":"Effectiveness and Safety of Hypodermoclysis Patients With Cancer: A Single-Center Experience From Saudi Arabia","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Palliative care; Cancer; Cannula; Population; Emergency medicine; Physical therapy; Surgery; Nursing; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.00003478163,0.00009770341,0.0002771184,0.00002136898,0.00003098622,0.00001211682,0.00003720632,0.00002580658,0.0002261674],"category_scores_gemma":[0.00003240727,0.00006854697,0.00005899083,0.0001376165,0.00006305471,0.00004523377,0.00006283838,0.00003455726,0.000001367481],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005422008,"about_ca_system_score_gemma":0.00002947747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001448752,"about_ca_topic_score_gemma":0.00005754088,"domain_scores_codex":[0.9992374,0.00005307943,0.0001363188,0.0002501965,0.0002157488,0.0001072467],"domain_scores_gemma":[0.9994581,0.0000406195,0.00006157086,0.0002157289,0.0001353364,0.00008863318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008936665,0.001487876,0.9672138,0.0002735197,0.000773521,0.00005104176,0.0009259805,0.00001221954,0.005551625,0.00003652156,0.0001233857,0.02265681],"study_design_scores_gemma":[0.002757012,0.0001096464,0.9901665,0.0005243765,0.0004239476,6.70363e-7,0.0001604985,0.00002315046,0.00439033,0.00001963938,0.001328718,0.00009551625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969945,0.00146849,0.00020989,0.00007523577,0.0000779965,0.0002097937,0.00006564657,0.000009850936,0.0008886189],"genre_scores_gemma":[0.9992807,0.0002193682,0.0002069739,0.00009923367,0.00002620222,0.0000328801,0.00007368167,0.000009604577,0.0000513796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02295266,"threshold_uncertainty_score":0.2795264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079687296152974,"score_gpt":0.2429413747745783,"score_spread":0.2321445018130486,"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."}}