{"id":"W4249028141","doi":"10.1016/j.iac.2009.12.002","title":"Preface","year":2010,"lang":"en","type":"article","venue":"Immunology and Allergy Clinics of North America","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children","funders":"","keywords":"Medicine; Dermatology","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":[0.0001597373,0.0001846228,0.0003994342,0.0001049607,0.0001053087,0.000006990949,0.000358279,0.0001690306,0.0002690406],"category_scores_gemma":[0.0003907111,0.0001763743,0.00009016717,0.0002260081,0.001476512,0.0001086917,0.0001919043,0.000679453,0.0006024854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003974855,"about_ca_system_score_gemma":0.00008328231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008763313,"about_ca_topic_score_gemma":0.0005238195,"domain_scores_codex":[0.9986693,0.00008511246,0.0004768585,0.0003342567,0.0001048138,0.0003296454],"domain_scores_gemma":[0.9984756,0.0003472174,0.0003989546,0.0005703209,0.000130495,0.00007745888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00140126,0.001235236,0.2707793,0.00002418478,0.001909607,0.00003359469,0.0009465544,0.0001251241,0.02992756,0.002886026,0.002564362,0.6881672],"study_design_scores_gemma":[0.0007849726,0.0004262046,0.5064455,0.000005089121,0.000019619,0.00002038239,0.00005602395,0.00009211513,0.0002824199,0.0003758361,0.4912684,0.0002235238],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959902,0.0008539652,0.0000446767,0.0002347033,0.0005048498,0.00009744323,0.00004529305,0.00009795075,0.002130975],"genre_scores_gemma":[0.9956737,0.001398573,0.00222811,0.0002178773,0.00004992837,0.00001156525,0.00003929636,0.00004000276,0.0003410102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6879437,"threshold_uncertainty_score":0.7743932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01054868492778569,"score_gpt":0.2711874892702751,"score_spread":0.2606388043424894,"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."}}