{"id":"W4408134259","doi":"10.18280/mmep.120231","title":"An Accurate Pneumonia Detection Scheme Using Hybrid Algorithms","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Wireless Sensor Networks and IoT","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pneumonia; Algorithm; Scheme (mathematics); Computer science; Mathematics; Medicine; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000149596,0.0002288327,0.000257789,0.0001207638,0.00008573385,0.0001229097,0.00009504497,0.00009617256,0.000004410155],"category_scores_gemma":[0.000006864495,0.000226181,0.00004343575,0.0001702021,0.00001889854,0.0001665332,0.00002049644,0.0002550355,0.000004840062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004245223,"about_ca_system_score_gemma":0.00000503356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007384731,"about_ca_topic_score_gemma":3.429451e-7,"domain_scores_codex":[0.9990314,0.000007817239,0.0002981127,0.0002202652,0.00009999394,0.0003424065],"domain_scores_gemma":[0.9995979,0.00004477071,0.00001764434,0.000205839,0.00002658623,0.0001072281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001331969,0.00001586309,0.000002213806,0.0004702507,0.0000296172,0.000001894682,0.00006308983,0.9706813,0.02616944,0.0009724861,0.000002864309,0.001589635],"study_design_scores_gemma":[0.0001281726,0.00001655379,0.000004112595,0.000310942,0.00002301415,0.0000171694,0.000009813749,0.9932234,0.003061879,0.002801851,0.0001634933,0.0002395398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2875447,0.0003246595,0.7112536,0.000007317508,0.0001552869,0.000104928,0.000001825103,0.0004699836,0.0001377057],"genre_scores_gemma":[0.941421,0.0001054469,0.05829243,0.000006448212,0.00007795548,0.00001730498,0.000002828482,0.00005073487,0.00002586718],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6538762,"threshold_uncertainty_score":0.9223394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01893852705879696,"score_gpt":0.222399568144881,"score_spread":0.2034610410860841,"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."}}