{"id":"W4403016169","doi":"10.1007/s11845-024-03810-6","title":"Effects 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":"Irish Journal of Medical Science (1971 -)","topic":"Telemedicine and Telehealth Implementation","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Irish; Pandemic; Medical record; Family medicine; Coronavirus disease 2019 (COVID-19); Electronic medical record; Quarter (Canadian coin); General practice; Pediatrics; Disease; Infectious disease (medical specialty)","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":[0.004245649,0.0003806322,0.0004781304,0.00340673,0.0006449128,0.00139948,0.0009140875,0.0005554159,0.001185361],"category_scores_gemma":[0.0100456,0.0004753169,0.0009298531,0.004656862,0.000808691,0.0009131992,0.002097389,0.00092519,0.0005384491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002908296,"about_ca_system_score_gemma":0.002245912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07501552,"about_ca_topic_score_gemma":0.0888484,"domain_scores_codex":[0.9926952,0.00189847,0.001414503,0.00122363,0.001665291,0.001102885],"domain_scores_gemma":[0.9847317,0.002723413,0.00850271,0.001080754,0.002057202,0.0009041771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009013077,0.00001963497,0.9978472,0.00004434283,0.00003703739,0.0001041416,0.0002991807,0.00004114494,0.00007758119,0.000008693152,0.0002206506,0.001210258],"study_design_scores_gemma":[0.000001930677,0.00008776612,0.9984492,0.00002987519,0.0000138994,0.0001843402,0.0007911134,0.00007353498,0.00004568648,0.000002739114,0.0003152569,0.00000453908],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916111,0.0005783532,0.0001645534,0.0001189901,0.00001235615,0.0001018125,0.006358319,0.00001251549,0.001042071],"genre_scores_gemma":[0.9945334,0.0003007208,0.0001932671,0.0001078075,0.00001435164,0.0001091042,0.004458196,0.000009314567,0.0002737533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07501552,"threshold_uncertainty_score":0.1491578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09144042229537976,"score_gpt":0.4923495275776641,"score_spread":0.4009091052822844,"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."}}