{"id":"W3135140229","doi":"10.1111/resp.14027","title":"Letter from Canada: A pandemic that has humbled us?","year":2021,"lang":"en","type":"letter","venue":"Respirology","topic":"COVID-19 and healthcare impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pandemic; Government (linguistics); Medicine; Coronavirus disease 2019 (COVID-19); Health care; Economic growth; Outbreak; Public health; Disease; Nursing; Virology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0001772335,0.0004589647,0.001342909,0.0002054236,0.000123087,0.00003436338,0.0002452072,0.002005616,0.002297164],"category_scores_gemma":[0.0004015489,0.0004107565,0.0002153107,0.0001407949,0.0001343343,0.00002840109,0.0001298059,0.003688262,0.00009017536],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040997,"about_ca_system_score_gemma":0.009678032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8299612,"about_ca_topic_score_gemma":0.817202,"domain_scores_codex":[0.99669,0.0003522875,0.0004876569,0.0008445688,0.0005918111,0.001033723],"domain_scores_gemma":[0.9974143,0.0009231621,0.000238186,0.001013296,0.0001247867,0.0002862848],"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":[0.00012701,0.00001204245,0.05101464,0.0002747766,0.0002096146,0.01371165,0.00005854783,3.789138e-7,0.0003328942,6.820283e-7,0.9334686,0.0007891348],"study_design_scores_gemma":[0.001198168,0.0001540676,0.09587428,0.0001766981,0.0002404021,0.0002481311,0.000004091618,0.000002957531,0.00007989824,0.00006124501,0.9016741,0.0002859953],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.08467869,0.002707842,0.00001540506,0.9099257,0.001480985,0.0003969648,0.0001583922,0.00008106847,0.0005549569],"genre_scores_gemma":[0.02644137,0.0001819726,0.00004195654,0.9545906,0.01346746,0.00004124246,0.001357533,0.00009538536,0.003782442],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05823732,"threshold_uncertainty_score":0.9998344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414219548470843,"score_gpt":0.347370424850001,"score_spread":0.2059484700029168,"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."}}