{"id":"W6927921932","doi":"10.34961/researchrepository-ul.27179457","title":"Efects of COVID‑19 on Irish general practice activity from 2019 to 2021: a retrospective analysis of 500,000 consultations using electronic medical record data","year":2024,"lang":"en","type":"article","venue":"University of Limerick Institutional Repository (University of Limerick)","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; General practice; Medical record; Quarter (Canadian coin); Electronic medical record; Pandemic; Primary care; Data collection; Medical practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004279712,0.0003992519,0.0005154912,0.00361528,0.0006009217,0.00146302,0.0009057671,0.0006594176,0.001132381],"category_scores_gemma":[0.009293012,0.0005735321,0.001019509,0.005294439,0.0008889117,0.001090655,0.002044224,0.0009420193,0.0005489178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002683786,"about_ca_system_score_gemma":0.00197753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05970831,"about_ca_topic_score_gemma":0.07034076,"domain_scores_codex":[0.992725,0.001856904,0.001520077,0.001146896,0.001545049,0.001205953],"domain_scores_gemma":[0.985213,0.002764963,0.008497485,0.0009430338,0.001763957,0.0008175159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00010568,0.00002313286,0.9974331,0.00006181053,0.00004689985,0.0001469368,0.0003832024,0.00004631315,0.00008633479,0.00001144503,0.000252323,0.001402837],"study_design_scores_gemma":[0.000002479199,0.0001000762,0.9979305,0.00004624663,0.00001728755,0.0002607094,0.00105637,0.0001047967,0.0000538794,0.000003942851,0.0004171337,0.000006563034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924045,0.0007799878,0.0001505024,0.0001322789,0.00001443019,0.00009230046,0.005440292,0.00001089956,0.0009746859],"genre_scores_gemma":[0.9950771,0.0004185305,0.0001883669,0.0001272402,0.00001711373,0.000101338,0.003803232,0.000009297751,0.0002577405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05970831,"threshold_uncertainty_score":0.1187215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824747947411596,"score_gpt":0.3372088461092952,"score_spread":0.2989613666351793,"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."}}