{"id":"W4224107982","doi":"10.4317/medoral.25382","title":"The impact of COVID-19 on the practice of Oral and Maxillofacial Pathology in the United States and Canada","year":2022,"lang":"en","type":"article","venue":"Medicina oral, patología oral y cirugía bucal","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Medicine; Likert scale; Pandemic; Coronavirus disease 2019 (COVID-19); Health care; Family medicine; Telehealth; Oral and maxillofacial pathology; Biopsy; Oral and maxillofacial surgery; Dentistry; Pathology; Telemedicine; Psychology; Disease","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":[],"consensus_categories":[],"category_scores_codex":[0.00329171,0.0002477223,0.0004458993,0.0001700638,0.000598485,0.00004995012,0.0007467443,0.00008988263,0.0003199804],"category_scores_gemma":[0.007340183,0.0001236371,0.00007822213,0.0007236187,0.001211719,0.00008422369,0.0004303118,0.0009358583,0.00000293656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003520654,"about_ca_system_score_gemma":0.001411371,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8047183,"about_ca_topic_score_gemma":0.3428651,"domain_scores_codex":[0.99507,0.002369673,0.000512363,0.0003553641,0.001105166,0.0005874272],"domain_scores_gemma":[0.9954106,0.003410845,0.0002976138,0.000509467,0.0001000442,0.0002714383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01040162,0.001211308,0.7083156,0.0002500207,0.0004984121,0.01421531,0.008445898,0.0005421715,0.0004757998,0.01808102,0.2203582,0.01720466],"study_design_scores_gemma":[0.01145555,0.008483228,0.2714682,0.00005177388,0.0002885566,0.007180771,0.1498968,0.003452607,0.0002298458,0.01509041,0.5315264,0.000875847],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821043,0.0005868032,0.00001669559,0.01591398,0.0002202979,0.0005721762,0.0003183357,0.00001309853,0.0002543437],"genre_scores_gemma":[0.9941842,0.0002963144,0.000008326368,0.005230529,0.000009507417,0.00007307082,0.00008432181,0.00001752018,0.00009619138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4618531,"threshold_uncertainty_score":0.8787416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03620932278743814,"score_gpt":0.3695368276536481,"score_spread":0.33332750486621,"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."}}