{"id":"W4380028058","doi":"10.20944/preprints202306.0574.v1","title":"Strategies of Screening and Treating Post-extubation Dysphagia: An Overview of the Situation in Greek-Cypriot ICUs","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Dysphagia; Medicine; Intensive care unit; Swallowing; Intensive care; Intensive care medicine; Protocol (science); MEDLINE; Physical therapy; Alternative medicine; Surgery; Pathology","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":[0.002217851,0.0002763906,0.0005481381,0.000263141,0.0002121245,0.00001351002,0.0004687718,0.0003298423,0.0002620347],"category_scores_gemma":[0.0003218859,0.0002345241,0.0001066107,0.0003153251,0.00008249603,0.000303427,0.002396866,0.0009095017,0.00003125443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001362708,"about_ca_system_score_gemma":0.0003636526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005634191,"about_ca_topic_score_gemma":0.003954673,"domain_scores_codex":[0.9965734,0.0008552007,0.001161931,0.0006163873,0.0004591287,0.0003339463],"domain_scores_gemma":[0.9971363,0.0003255095,0.001259975,0.0009306989,0.0002886628,0.00005886482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004875721,0.0001137789,0.9715294,0.003012822,0.0001566277,0.00000441638,0.008360433,0.001995397,0.002826783,0.007641668,0.00001591242,0.004294018],"study_design_scores_gemma":[0.0006294669,0.00003427318,0.9788604,0.001922939,0.0001252657,3.642654e-7,0.01067758,0.001995973,0.0004024293,0.005121505,0.00006116992,0.0001685689],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893819,0.000244493,0.0004494434,0.0007451667,0.0004908283,0.002317901,0.00003746823,0.00009353694,0.006239248],"genre_scores_gemma":[0.9973686,0.0006693575,0.0004710014,0.00005461227,0.0000661871,0.0002763792,0.0001121164,0.00004022571,0.0009415395],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007986667,"threshold_uncertainty_score":0.9563615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3622794243511703,"score_gpt":0.498002358558265,"score_spread":0.1357229342070947,"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."}}