{"id":"W4415571201","doi":"10.1007/s40121-025-01249-5","title":"Specialist Healthcare Intervention and Follow-up Trends in Post-Acute COVID-19 Hospitalization as Compared to Other Respiratory Infections","year":2025,"lang":"en","type":"article","venue":"Infectious Diseases and Therapy","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surgical Specialties (Canada)","funders":"Fondazione Cariplo","keywords":"Intervention (counseling); Health care; Respiratory system; Respiratory care; Specialist care; Healthcare system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001539537,0.000223873,0.0003571658,0.0007988773,0.000213652,0.0001080196,0.00005156655,0.0001034957,0.0001590493],"category_scores_gemma":[0.0002673169,0.0002120557,0.0001390861,0.0006783683,0.00009205971,0.0001528182,0.00004322721,0.0001154438,0.000005710318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003060634,"about_ca_system_score_gemma":0.0002292517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004634611,"about_ca_topic_score_gemma":0.003346973,"domain_scores_codex":[0.9987144,0.0001817728,0.000319398,0.0004067018,0.0001551494,0.0002225139],"domain_scores_gemma":[0.9989558,0.0001445284,0.00008947108,0.0002636701,0.0001118644,0.0004346097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001169401,0.0005584995,0.962952,0.000262557,0.0002478419,0.00003895188,0.0006154393,0.00002290569,0.0002402,0.002640563,0.001637404,0.02961419],"study_design_scores_gemma":[0.009970919,0.002165883,0.9358611,0.0002415571,0.0001361502,0.0000181817,0.00009816344,0.00003784021,0.00003856517,0.00207374,0.04911551,0.0002424192],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879478,0.003284916,0.0004573785,0.005868282,0.0005092188,0.001014096,0.00009076572,0.0002061308,0.0006213909],"genre_scores_gemma":[0.9705329,0.0003472754,0.000005147581,0.02846144,0.0001355401,0.0001709999,0.0000758911,0.00002821157,0.0002425925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0474781,"threshold_uncertainty_score":0.8647379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01572391904547062,"score_gpt":0.3612417730034133,"score_spread":0.3455178539579427,"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."}}