{"id":"W2974381938","doi":"10.1093/pch/pxz093","title":"Choice of maintenance intravenous fluids among paediatric residents in Canada","year":2019,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Electrolyte and hormonal disorders","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"Sick Kids Foundation","keywords":"Isotonic Solutions; Hyponatremia; Isotonic; Medicine; Tonicity; Intravenous fluid; Pediatrics; Intensive care medicine; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004247777,0.0002044438,0.0006189024,0.0003515342,0.00005717041,0.000005927963,0.0001937628,0.00009282384,0.00005627434],"category_scores_gemma":[0.0001913377,0.000194119,0.00009106631,0.001085398,0.00002600623,0.00007347645,0.00004773045,0.0006022311,0.0000219346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009628268,"about_ca_system_score_gemma":0.004268557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8707521,"about_ca_topic_score_gemma":0.8067961,"domain_scores_codex":[0.9974502,0.00007441463,0.0007151662,0.0003683908,0.0006195612,0.0007723001],"domain_scores_gemma":[0.99876,0.0001807365,0.0002752867,0.0003662679,0.0001058572,0.0003118589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009024248,0.0001252062,0.9888294,0.000491424,0.00001934869,0.00001868072,0.000178758,0.00004463176,0.00004537772,0.0001763269,0.005582092,0.004398562],"study_design_scores_gemma":[0.001990713,0.0004073724,0.9960746,0.0000893567,0.00002862456,0.000009025392,0.0001318163,0.0001637547,0.00003341627,0.00009226796,0.0008219788,0.0001570808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798232,0.01040861,0.00001291674,0.003263283,0.0001896073,0.0008208592,0.00002377802,0.00002077625,0.005436914],"genre_scores_gemma":[0.9880139,0.008398872,0.00008542098,0.002969796,0.0002491586,0.00001023946,0.00004275848,0.00003534161,0.0001944694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06395594,"threshold_uncertainty_score":0.7915942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006112481923200097,"score_gpt":0.2358308746754338,"score_spread":0.2297183927522337,"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."}}