{"id":"W1997725416","doi":"10.1111/anae.12314","title":"Manufacturers' obligations to colour‐code prefilled syringes correctly","year":2013,"lang":"en","type":"letter","venue":"Anaesthesia","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Syringe; Medicine; Swap (finance); Lettering; Internet privacy; Coding (social sciences); Advertising; Business; Computer science; Visual arts; Finance; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002249121,0.0006471574,0.001826324,0.0004421957,0.0001483691,0.0001230542,0.0003411527,0.001137738,0.0008887209],"category_scores_gemma":[0.0002015732,0.0005123525,0.0009692677,0.0003186805,0.000105427,0.0000813798,0.0000591175,0.001427901,0.003097744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937724,"about_ca_system_score_gemma":0.0002011184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002006358,"about_ca_topic_score_gemma":0.00001915085,"domain_scores_codex":[0.9969394,0.0001789545,0.0005501897,0.0007686834,0.0007901072,0.0007727158],"domain_scores_gemma":[0.9977524,0.0004568909,0.0001780615,0.00103501,0.000187415,0.000390231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004983978,0.00003826308,0.003799633,0.0001282131,0.0002504352,0.002196946,0.0001899683,0.000005718865,0.00001514375,0.000216833,0.9888238,0.00428524],"study_design_scores_gemma":[0.0005447951,0.0003405249,0.0252299,0.0002217395,0.0005342287,0.0003724701,0.00004731227,0.000008425441,0.0001516802,0.00004354697,0.9719447,0.0005606745],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.04200979,0.0004112395,0.00003495643,0.9219939,0.0004839406,0.001872333,0.00002457983,0.0003567492,0.03281249],"genre_scores_gemma":[0.008571512,0.0002180269,0.001147021,0.8754995,0.002288136,0.0003693577,0.0004325251,0.0001780789,0.1112958],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07848336,"threshold_uncertainty_score":0.9997328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866079309370301,"score_gpt":0.2624259970684559,"score_spread":0.2437652039747529,"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."}}