{"id":"W2201055775","doi":"10.1016/j.vaccine.2015.06.068","title":"Pediatric immunization-related safety incidents in primary care: A mixed methods analysis of a national database","year":2015,"lang":"en","type":"article","venue":"Vaccine","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Medical Research Council; National Institute for Health and Care Research","keywords":"Immunization; Primary care; National database; Medicine; Medical emergency; Database; Pediatrics; Family medicine; Computer science; Immunology","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":[],"consensus_categories":[],"category_scores_codex":[0.00229789,0.0001032571,0.0003737168,0.00106588,0.0001100589,4.279141e-7,0.0001966184,0.0001414775,0.0002528206],"category_scores_gemma":[0.001946148,0.0000956179,0.00006114296,0.003895453,0.000006966034,0.0001633426,0.0001528156,0.00030851,0.00004392241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004753671,"about_ca_system_score_gemma":0.001040056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003024435,"about_ca_topic_score_gemma":0.000250597,"domain_scores_codex":[0.9971234,0.001058709,0.0009764439,0.0002021276,0.0004376954,0.0002016497],"domain_scores_gemma":[0.9977183,0.0005824112,0.0005688866,0.0003084408,0.000682334,0.0001396424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002066768,0.0001406361,0.9769687,0.0001829622,0.0002200903,0.000001438141,0.0161533,0.003198785,0.0001560025,0.0004333787,0.001592725,0.0007452915],"study_design_scores_gemma":[0.003061566,0.00002655725,0.9890699,0.00005112081,0.0003331471,2.266053e-7,0.002125454,0.002200393,0.00001244175,0.00008324195,0.002934181,0.0001017275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719658,0.001192754,0.01952071,0.0006682985,0.0008606,0.0007514616,0.0002705237,0.00006637881,0.004703496],"genre_scores_gemma":[0.9872188,0.0002060859,0.00665266,0.0003374663,0.00005313536,0.00005670844,0.005226284,0.00001334134,0.0002354947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01525305,"threshold_uncertainty_score":0.3899185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06870242057954588,"score_gpt":0.4505548324020268,"score_spread":0.3818524118224809,"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."}}