{"id":"W4408809680","doi":"10.15584/ejcem.2025.1.31","title":"Design and testing of breathing retraining device a multiphasic exploratory study in healthy subjects","year":2025,"lang":"en","type":"article","venue":"European Journal of Clinical and Experimental Medicine","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retraining; Breathing; Medicine; Exploratory research; Physical medicine and rehabilitation; Psychology; Physical therapy; Audiology; Anesthesia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006198402,0.0001445053,0.0008012383,0.0002307921,0.00004959632,0.000006384282,0.00007779348,0.00003424335,0.00001627307],"category_scores_gemma":[0.001356667,0.0001009588,0.0000442345,0.0002264854,0.0002045901,0.0001000296,0.00006337836,0.0004418312,6.622715e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001447816,"about_ca_system_score_gemma":0.0001420208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005184262,"about_ca_topic_score_gemma":7.367767e-7,"domain_scores_codex":[0.9969807,0.0007754915,0.001628125,0.0002091903,0.0002487782,0.000157678],"domain_scores_gemma":[0.9983636,0.0006904425,0.0004540133,0.0001173764,0.0001136358,0.0002608976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01409861,0.003066637,0.6171926,0.000429137,0.0003246954,0.007781202,0.03573883,0.00000832784,0.1194357,0.00003377104,0.0003474842,0.201543],"study_design_scores_gemma":[0.1236062,0.1595504,0.4555804,0.01589048,0.0006869749,0.001572019,0.2037763,0.001601023,0.03540133,0.0001104695,0.001614371,0.0006100977],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930294,0.004123677,0.0007640626,0.000341005,0.0003372165,0.0003078671,1.366149e-7,0.000007722684,0.001088911],"genre_scores_gemma":[0.9926435,0.00007329923,0.005782372,0.001225901,0.0002360475,0.00000144437,2.403977e-7,0.00001562978,0.0000215267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2009329,"threshold_uncertainty_score":0.4116981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2118139172900261,"score_gpt":0.4349139722331411,"score_spread":0.223100054943115,"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."}}