{"id":"W4210472970","doi":"10.1177/13674935211070416","title":"Pediatric tracheostomy speaking valves: A multidisciplinary protocol leads to earlier initial trials","year":2022,"lang":"en","type":"article","venue":"Journal of Child Health Care","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Medicine; Timeline; Protocol (science); Population; Multidisciplinary approach; Airway; Demographics; Airway obstruction; Surgery; Pediatrics; Emergency medicine","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":[0.131719,0.0004654654,0.000958479,0.001269743,0.001160992,0.002685139,0.001569424,0.0008890048,0.003162511],"category_scores_gemma":[0.2155687,0.0004660431,0.001194009,0.001869947,0.0008356821,0.002316677,0.002875999,0.001770219,0.000544365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004223241,"about_ca_system_score_gemma":0.01191824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127424,"about_ca_topic_score_gemma":0.002498832,"domain_scores_codex":[0.8416111,0.113842,0.02671294,0.00376578,0.01140207,0.002666094],"domain_scores_gemma":[0.716161,0.1468911,0.08592355,0.01827573,0.02250474,0.01024394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01696245,0.004364131,0.5054762,0.006883617,0.00106986,0.001381181,0.00803116,0.003252311,0.005797916,0.003633449,0.01901698,0.4241308],"study_design_scores_gemma":[0.002240207,0.01672794,0.9040665,0.006289283,0.0006796644,0.001167373,0.004426414,0.002545231,0.006218365,0.001558606,0.05391033,0.0001700959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.9160984,0.009442531,0.02009137,0.006560077,0.0010947,0.02630968,0.001216065,0.0003703817,0.01881685],"genre_scores_gemma":[0.9229581,0.002875697,0.02775306,0.002589948,0.0005392566,0.0406888,0.001146302,0.0001441994,0.0013047],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.131719,"threshold_uncertainty_score":0.696605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0424596689296907,"score_gpt":0.4118722873860656,"score_spread":0.3694126184563749,"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."}}