{"id":"W7121570717","doi":"10.64483/202522468","title":"Nursing Care and Clinical Considerations in the Management of Suction Drains","year":2025,"lang":"","type":"article","venue":"Saudi Journal of Medicine and Public Health","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Suction; Nursing care; Nursing management; Wound care; Narrative review; Multidisciplinary approach; Patient care; Nursing assessment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006814873,0.0005339627,0.0007447035,0.001935604,0.001036778,0.002660136,0.0008642232,0.00210642,0.0007544588],"category_scores_gemma":[0.02186574,0.0002970579,0.0007649529,0.001396,0.001389935,0.002533151,0.001199125,0.001740057,0.0001454131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002767212,"about_ca_system_score_gemma":0.01060509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003712907,"about_ca_topic_score_gemma":0.008979337,"domain_scores_codex":[0.9916233,0.005065938,0.001629087,0.0002919725,0.001164283,0.0002253817],"domain_scores_gemma":[0.9849418,0.009865487,0.002382048,0.0001244268,0.002378565,0.0003075658],"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":[0.0003389084,0.0001908215,0.01617503,0.1472521,0.0005863608,0.005740229,0.01711332,0.00136091,0.002035656,0.0201959,0.02097214,0.7680386],"study_design_scores_gemma":[0.0001384026,0.00104933,0.0274281,0.4773115,0.001617825,0.01994541,0.04072465,0.00121147,0.001575827,0.02455929,0.4042032,0.0002350388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00583853,0.9710324,0.002002614,0.01596035,0.001224327,0.000181118,0.00002977566,0.000009056225,0.003721862],"genre_scores_gemma":[0.0820776,0.9002693,0.008617897,0.00696961,0.001191965,0.0002862283,0.00003174953,0.000004766403,0.0005510485],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006814873,"threshold_uncertainty_score":0.0360409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074957993878327,"score_gpt":0.4744527882007622,"score_spread":0.3669569888129295,"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."}}