{"id":"W4408291373","doi":"10.1016/j.perped.2025.01.033","title":"Couple Aérosol-doseur et Chambre d’inhalation : quels critères d’efficacité pour un choix adapté ?","year":2025,"lang":"fr","type":"article","venue":"Perfectionnement en Pédiatrie","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trudell Medical International (Canada)","funders":"","keywords":"Medicine; Humanities; Philosophy","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001621623,0.000454079,0.0003589918,0.000149089,0.001003165,0.0002093842,0.0003028086,0.000321567,0.003348071],"category_scores_gemma":[0.0004595073,0.0005129087,0.0002308139,0.0007791152,0.0001952045,0.0005473945,0.0003183944,0.0005991593,0.00109548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009038251,"about_ca_system_score_gemma":0.0001205018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003947086,"about_ca_topic_score_gemma":0.0003395073,"domain_scores_codex":[0.9965832,0.0005423219,0.0007036703,0.0008401537,0.0005887114,0.0007419258],"domain_scores_gemma":[0.9984856,0.0005256828,0.0002474797,0.0004724647,0.00006511287,0.0002036333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002034698,0.002545547,0.2346677,0.0007859995,0.0004229406,0.0000354415,0.007738092,0.1044777,0.01128075,0.01301934,0.02879855,0.5960245],"study_design_scores_gemma":[0.004506427,0.0007098686,0.3156906,0.0009029725,0.0006991007,0.00004460533,0.004226843,0.0928962,0.01841698,0.003657412,0.5564556,0.001793355],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8532126,0.005974988,0.06117195,0.0387345,0.009932275,0.001362825,0.0001374474,0.0004914061,0.02898204],"genre_scores_gemma":[0.9382586,0.001324578,0.00208,0.00059171,0.001273018,0.00009228718,0.00004441927,0.00004720268,0.05628813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5942311,"threshold_uncertainty_score":0.9997323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01239714416068787,"score_gpt":0.2754456999596682,"score_spread":0.2630485557989803,"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."}}