{"id":"W4377939808","doi":"10.1503/cmaj.221454","title":"Bedbugs","year":2023,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Dermatological diseases and infestations","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Infestation; Pyrethroid; Computer science; Toxicology; Biology; Ecology; Pesticide","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0005274171,0.000185886,0.0004268201,0.0003654921,0.0002448353,0.0001240597,0.0001950197,0.002056773,0.01583343],"category_scores_gemma":[0.004261174,0.0001553715,0.0003314802,0.0003133564,0.00004428224,0.00006371587,0.00001532465,0.005230724,0.006370325],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001164426,"about_ca_system_score_gemma":0.006777959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001194271,"about_ca_topic_score_gemma":0.00167182,"domain_scores_codex":[0.9962617,0.0001359253,0.0005371519,0.0001941671,0.002155625,0.0007154171],"domain_scores_gemma":[0.9966096,0.0003033465,0.0002508266,0.0001417855,0.0005492881,0.0021452],"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":[0.000001279325,0.00000829485,0.003287355,0.00003147812,0.0001572718,0.02029998,0.00001592402,1.884167e-7,5.61652e-8,0.00002427708,0.9716787,0.00449514],"study_design_scores_gemma":[0.000430673,0.00003903084,0.01063125,0.000184719,0.0001285832,0.001694457,0.00003576468,0.00006329011,1.067027e-7,0.0003388063,0.9862991,0.0001542268],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003273415,0.0001324212,0.00001333167,0.9805647,0.001768682,0.0001340633,0.000170031,0.00007292587,0.01681647],"genre_scores_gemma":[0.0002847053,0.0003674447,0.00003459569,0.9625516,0.01446241,0.00001243816,0.0005100264,0.00004681828,0.02172994],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01860552,"threshold_uncertainty_score":0.9992388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472795917725795,"score_gpt":0.2657468244310661,"score_spread":0.2510188652538081,"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."}}