{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004528725,0.0001766198,0.0007294132,0.0008359681,0.0003268779,0.000005271212,0.0003873037,0.0001427876,0.0006594629],"category_scores_gemma":[0.0005836664,0.0002223841,0.0002243714,0.002289145,0.0006583264,0.0005414541,0.000224989,0.0003314226,0.00000601006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007298923,"about_ca_system_score_gemma":0.003834665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04582747,"about_ca_topic_score_gemma":0.0005987837,"domain_scores_codex":[0.9976116,0.0002408184,0.0003465629,0.0005666071,0.0009911024,0.0002433011],"domain_scores_gemma":[0.9972258,0.0006988784,0.000612235,0.0005346875,0.0005568954,0.0003714654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.05917049,0.01224894,0.2341709,0.003274306,0.08305398,0.007173407,0.04435646,0.01894512,0.383683,0.02144192,0.08494581,0.04753567],"study_design_scores_gemma":[0.0128357,0.01371145,0.6072522,0.001841082,0.04804662,0.0003933858,0.0481783,0.09493451,0.006934015,0.00008925495,0.1642446,0.001538951],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578129,0.0002508997,0.03697697,0.001612089,0.000220573,0.0004075653,0.0009986111,0.00003378273,0.0016866],"genre_scores_gemma":[0.9900516,0.0004060889,0.008477495,0.0001203296,0.00007653076,1.011666e-7,0.0005911455,0.000008733839,0.0002679611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3767489,"threshold_uncertainty_score":0.9605265,"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."}}