{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0208133,0.0006988192,0.001194971,0.0008670597,0.009121624,0.01410219,0.001986382,0.02609928,0.04539848],"category_scores_gemma":[0.1358197,0.0008686135,0.001067213,0.0006601844,0.02020956,0.02449938,0.009599578,0.0311687,0.01829933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005834371,"about_ca_system_score_gemma":0.01175547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01465499,"about_ca_topic_score_gemma":0.01447623,"domain_scores_codex":[0.9745077,0.00832555,0.001585116,0.003338277,0.008546548,0.003696834],"domain_scores_gemma":[0.9187522,0.04145542,0.003729296,0.0158005,0.01323105,0.007031624],"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":[0.00007459046,0.00002805836,0.0006958825,0.00006575045,0.00003064172,0.0005529951,0.00221793,0.0001202493,0.0001460048,0.4447846,0.5375011,0.01378217],"study_design_scores_gemma":[0.00004337836,0.00002754308,0.0003117882,0.0001990256,0.00001795381,0.0004354188,0.001429098,0.0004010578,0.000243983,0.3621716,0.6346661,0.0000529598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001204122,0.001439452,0.003978378,0.8305114,0.01032928,0.00003264915,0.00007958192,0.0001467221,0.1522783],"genre_scores_gemma":[0.1467218,0.001635084,0.002981629,0.6085238,0.01289885,0.000143737,0.0001707199,0.0004377821,0.2264866],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04539848,"threshold_uncertainty_score":0.1518731,"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."}}