{"id":"W4409680576","doi":"10.2196/71307","title":"Analysis of Risk Factors and Nursing Strategies for Unplanned Extubation in Children: Retrospective Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Nursing","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Nursing; Medicine; Psychology; Computer science","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":[0.001237947,0.0003323551,0.0004586988,0.00130559,0.00048387,0.0006233241,0.0004335116,0.0003637515,0.001259943],"category_scores_gemma":[0.002734827,0.0004727589,0.000899206,0.001649617,0.0002840206,0.0006774957,0.0005807055,0.0007017633,0.0001838305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004945804,"about_ca_system_score_gemma":0.0009008358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006331304,"about_ca_topic_score_gemma":0.006198084,"domain_scores_codex":[0.999045,0.000166289,0.0001867768,0.0002331095,0.0001966972,0.0001721683],"domain_scores_gemma":[0.9972897,0.00040828,0.001521395,0.0002342637,0.000250305,0.0002961441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002647466,0.00001082944,0.9995229,0.000008009114,0.0000215718,0.00005098679,0.00003657192,0.00001005418,0.00002115938,0.00000548111,0.00002589028,0.0002600689],"study_design_scores_gemma":[0.000003492535,0.0001224981,0.9987893,0.00001738883,0.00003324872,0.0004179882,0.0003324094,0.00008738619,0.00003278855,0.000006999504,0.0001527939,0.000003745771],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987086,0.0003506836,0.0001417408,0.00001817888,0.000005703766,0.0000248759,0.0005865135,0.000002315099,0.0001612981],"genre_scores_gemma":[0.9985481,0.0003811486,0.0002377374,0.00001917537,0.000009511274,0.00004041726,0.0006801272,0.000003672932,0.00008016597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006331304,"threshold_uncertainty_score":0.01258886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01969880380225089,"score_gpt":0.4136443678560234,"score_spread":0.3939455640537725,"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."}}