{"id":"W4316467611","doi":"10.18280/ts.390636","title":"Pneumonia Detection with Chest-Caps","year":2022,"lang":"en","type":"article","venue":"Traitement du signal","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprocessor; Pneumonia; Recall; F1 score; Artificial intelligence; Segmentation; Computer science; Medicine; Internal medicine; Psychology","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":[0.0006223707,0.00103185,0.0006618305,0.002061008,0.0002670731,0.001182995,0.0006218193,0.001059163,0.001686426],"category_scores_gemma":[0.001703279,0.0002189357,0.0009077823,0.001013513,0.0002633101,0.0007066092,0.0006200824,0.0005080364,0.00119602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000491727,"about_ca_system_score_gemma":0.0005126733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004587296,"about_ca_topic_score_gemma":0.004429063,"domain_scores_codex":[0.9995702,0.00007223952,0.00003699633,0.0001364699,0.0001187104,0.00006547131],"domain_scores_gemma":[0.9995589,0.0001249574,0.00007125928,0.0000338483,0.0001720443,0.0000389583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001759284,0.0006036604,0.1172552,0.0006121153,0.0004221147,0.002465685,0.0002093135,0.09246223,0.04034245,0.001384336,0.01025946,0.7322241],"study_design_scores_gemma":[0.00002720238,0.0003790849,0.04110572,0.00008210461,0.0001827434,0.00175754,0.0001330073,0.9307792,0.01925393,0.001117689,0.005131101,0.00005068072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5241724,0.006055303,0.4388822,0.001461573,0.000802399,0.000849556,0.00398445,0.004579681,0.01921245],"genre_scores_gemma":[0.9234815,0.001573471,0.06553341,0.0002318611,0.0002941071,0.000167895,0.002513966,0.00005804976,0.006145912],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004587296,"threshold_uncertainty_score":0.00912118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02063417969447246,"score_gpt":0.2604799374554428,"score_spread":0.2398457577609704,"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."}}