{"id":"W4309102050","doi":"10.11124/jbies-22-00383","title":"Monitoring anaphylaxis in Australia: a case in point informed by worldwide experience, driven by partnerships and collaborations","year":2022,"lang":"en","type":"letter","venue":"JBI Evidence Synthesis","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anaphylaxis; Medicine; Health care; Population; Epidemiology; Medical emergency; Intensive care medicine; Allergy; Environmental health; Political science; Immunology; Pathology","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005281891,0.0004512123,0.0007898778,0.001056304,0.0002437832,0.0001413124,0.0003338417,0.0005253596,0.001048405],"category_scores_gemma":[0.003140698,0.0004500511,0.0001221927,0.002067533,0.0002919545,0.0005771477,0.0001904644,0.002452868,0.00001937412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007269633,"about_ca_system_score_gemma":0.0004017721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002071379,"about_ca_topic_score_gemma":0.002959721,"domain_scores_codex":[0.9962246,0.0004277996,0.0007579057,0.0007997332,0.0009333873,0.0008565656],"domain_scores_gemma":[0.9965087,0.002390451,0.0001868176,0.0005850381,0.00009930108,0.0002297431],"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":[0.0002871722,0.0001535154,0.04574043,0.0008506917,0.0001176141,0.01887161,0.002949516,0.000005893796,0.0009307874,0.000004442336,0.9266968,0.003391559],"study_design_scores_gemma":[0.0008666862,0.0007104911,0.005595271,0.005002729,0.00003131341,0.000699446,0.01098029,0.00007886145,0.004030288,0.00002099137,0.9708743,0.001109312],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6678104,0.003266803,0.000001631307,0.3268727,0.0002022048,0.001288233,0.0001825127,0.00006334636,0.0003121085],"genre_scores_gemma":[0.9791833,0.002474745,0.0001656227,0.009929437,0.0003894863,0.002119951,0.00006625681,0.0000642143,0.005606943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3169433,"threshold_uncertainty_score":0.9998648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06364799614710305,"score_gpt":0.3555472928229827,"score_spread":0.2918992966758797,"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."}}