{"id":"W2154589277","doi":"10.1258/jrsm.2010.100032","title":"Beyond patient safety Flatland","year":2010,"lang":"en","type":"article","venue":"Journal of the Royal Society of Medicine","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for International Governance Innovation","funders":"","keywords":"World Wide Web; Computer science; Medicine; Data science; Medical emergency","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001699833,0.00009488246,0.0003348745,0.00002532276,0.0003561175,1.595896e-7,0.0003121538,0.0001746006,0.0009295602],"category_scores_gemma":[0.0007382137,0.00004736619,0.0002359012,0.0001355051,0.0003549945,0.00004023388,0.00007625771,0.001400781,0.000008686171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005454279,"about_ca_system_score_gemma":0.0002738454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004013233,"about_ca_topic_score_gemma":0.00001385794,"domain_scores_codex":[0.9979067,0.0001782172,0.0009479643,0.00007247226,0.0006910929,0.0002035211],"domain_scores_gemma":[0.9971657,0.0004211631,0.001627545,0.0002440967,0.0003652592,0.0001762642],"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":[0.000402704,0.0002270364,0.1146246,0.0003407721,0.0002775034,0.000002060065,0.04656114,0.0004155382,0.005564885,0.0009849353,0.8220095,0.008589335],"study_design_scores_gemma":[0.005699714,0.0005888545,0.2467959,0.001161993,0.0002003299,0.00001405509,0.00916617,0.0007045037,0.0003154462,0.001731544,0.733494,0.0001275113],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7966139,0.0004250529,0.002312888,0.171802,0.01145284,0.0005201612,0.00001416621,0.00001506122,0.01684397],"genre_scores_gemma":[0.990495,0.0001018021,0.000916541,0.005251739,0.00130912,0.000002174713,0.000002639127,0.00001004255,0.001910963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1938811,"threshold_uncertainty_score":0.9999837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02283609514608708,"score_gpt":0.3510689284679221,"score_spread":0.328232833321835,"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."}}