{"id":"W4313487150","doi":"10.2196/43049","title":"The Impact of the COVID-19 Pandemic on the Registration and Care Provision of Mental Health Problems in General Practice: Registry-Based Study","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vlaamse regering; KU Leuven; Fonds Wetenschappelijk Onderzoek","keywords":"Mental health; Pandemic; Medicine; Anxiety; Health care; Incidence (geometry); Psychiatry; Public health; Depression (economics); Family medicine; Coronavirus disease 2019 (COVID-19); Nursing; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006661181,0.0003833601,0.0005897796,0.003419178,0.0006187343,0.001648894,0.0009470238,0.0008094161,0.002737198],"category_scores_gemma":[0.01526257,0.0005978594,0.001294604,0.005770165,0.0006385354,0.001648219,0.002025284,0.0009504469,0.0006963216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001550845,"about_ca_system_score_gemma":0.002674168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03054808,"about_ca_topic_score_gemma":0.03505264,"domain_scores_codex":[0.9933766,0.003223871,0.0008850017,0.000806629,0.001072921,0.0006351018],"domain_scores_gemma":[0.9792119,0.003774946,0.01155566,0.002065078,0.001698743,0.001693591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000121751,0.00009490331,0.9977162,0.00006304782,0.00009438945,0.00005198239,0.0002729614,0.00004297987,0.00003604006,0.00002398943,0.0002367805,0.001245018],"study_design_scores_gemma":[0.00002182165,0.0003062959,0.9976422,0.00005975748,0.00006485574,0.0001788147,0.001009759,0.0001507472,0.00002334477,0.000009471584,0.0005229115,0.00001000002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947791,0.0006689342,0.0002221288,0.0001359594,0.00002139132,0.000125384,0.003103891,0.00001154646,0.0009317234],"genre_scores_gemma":[0.9961073,0.0004328766,0.0003590222,0.0001189701,0.00003947787,0.0001359153,0.002590798,0.00001078916,0.000204872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03054808,"threshold_uncertainty_score":0.06074053,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199072175398671,"score_gpt":0.4752416465480817,"score_spread":0.3553344290082146,"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."}}