{"id":"W2130331477","doi":"","title":"Multiple intravenous infusions phase 1b: practice and training scan.","year":2012,"lang":"en","type":"article","venue":"PubMed","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intravenous Infusions; Medicine; Food and drug administration; Patient safety; Harm; Administration (probate law); Intravenous drug; Medical emergency; Emergency medicine; Anesthesia; Family medicine; Psychology; Health care; Political science","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":[0.0004725379,0.0001348112,0.0001563566,0.0001393638,0.0001693268,0.0000169416,0.0001009691,0.0001755222,0.00003189673],"category_scores_gemma":[0.0005415952,0.000134479,0.00002665869,0.0001821647,0.00007808671,0.000266782,0.0000451114,0.0003333002,0.00002302273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004720795,"about_ca_system_score_gemma":0.00000934232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009527303,"about_ca_topic_score_gemma":0.000007644909,"domain_scores_codex":[0.9989699,0.0000272976,0.0001929802,0.0001135905,0.00009406634,0.000602222],"domain_scores_gemma":[0.9993643,0.000209471,0.00003310389,0.0001831203,0.00002713695,0.0001828573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000267557,0.0002539362,0.000245681,0.00001789357,0.00005477033,0.00001038874,0.002816781,0.00004962036,0.0003950213,0.00316786,0.0005243287,0.9924369],"study_design_scores_gemma":[0.009241641,0.0001768657,0.1004499,0.00003696218,0.0002708512,0.001312407,0.005873501,0.009270959,0.01301397,0.00115338,0.8576589,0.001540626],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9312196,0.001698429,0.004365521,0.000585478,0.0011905,0.0007955815,0.00002907186,0.001214516,0.05890135],"genre_scores_gemma":[0.9971844,0.0002498027,0.001699168,0.0001944965,0.0001720221,0.0003670316,0.000006148839,0.00002719814,0.00009976338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9908963,"threshold_uncertainty_score":0.5483896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01915112775317901,"score_gpt":0.2261278946719334,"score_spread":0.2069767669187544,"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."}}