{"id":"W4200145089","doi":"10.1016/j.jaip.2021.09.016","title":"Trust but Verify","year":2021,"lang":"en","type":"letter","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Computer science; Environmental science","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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003673934,0.0002448608,0.0008251522,0.0002615466,0.0001433256,0.00009100528,0.0006865625,0.001851696,0.0001459859],"category_scores_gemma":[0.004245808,0.0001666893,0.0001823559,0.0002754527,0.0004153016,0.000682314,0.0003628479,0.00802179,0.00007365778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003511995,"about_ca_system_score_gemma":0.0001938123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001624348,"about_ca_topic_score_gemma":0.0003260413,"domain_scores_codex":[0.9968472,0.0006582143,0.001645083,0.0002293116,0.0002403148,0.0003798933],"domain_scores_gemma":[0.9939439,0.002576253,0.00247635,0.00045285,0.0005401992,0.00001042624],"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":[0.001286737,0.0004370031,0.001314425,0.0001446434,0.009555157,0.009314639,0.00009479457,0.000003147011,0.0000278463,0.00857384,0.9287518,0.04049595],"study_design_scores_gemma":[0.0008290372,0.0001367172,0.002153358,0.0001794592,0.0004983224,0.001268349,0.001126107,0.00001045917,7.464538e-7,0.00106551,0.9925675,0.0001643977],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.03624738,0.009820129,0.00001972593,0.942408,0.004050802,0.0001217668,0.000001024609,0.00002038792,0.007310828],"genre_scores_gemma":[0.01044019,0.04020564,0.0001451369,0.9355321,0.01241665,0.000004505071,0.00001261238,0.00005533163,0.001187853],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06381572,"threshold_uncertainty_score":0.9994441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04514048207709303,"score_gpt":0.3344856912506997,"score_spread":0.2893452091736066,"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."}}