{"id":"W7113245552","doi":"","title":"CLINICAL PERSPECTIVE OF DEVELOPING ROBOTIC SYSTEMS FOR ASSISTING PERCUTANEOUS TRACHEOSTOMY","year":2023,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Tracheal and airway disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Perspective (graphical); Percutaneous; MEDLINE","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":[0.006670214,0.001306005,0.0004902306,0.001076541,0.0006185698,0.00399225,0.002031042,0.005636558,0.01494332],"category_scores_gemma":[0.004753029,0.000346473,0.001082576,0.0003813548,0.001761223,0.002953759,0.001335228,0.003252544,0.005794909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009537517,"about_ca_system_score_gemma":0.002083103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234549,"about_ca_topic_score_gemma":0.001955157,"domain_scores_codex":[0.9978238,0.0009877046,0.0001503971,0.0002181552,0.0006090206,0.000210994],"domain_scores_gemma":[0.9968695,0.001236803,0.0001821095,0.0001531456,0.0009250434,0.0006335182],"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":[0.001033057,0.000746963,0.00831931,0.003736331,0.0002299712,0.006924538,0.0006355344,0.006574451,0.02419801,0.0468104,0.09196819,0.8088233],"study_design_scores_gemma":[0.0004869849,0.008902584,0.008664989,0.003673395,0.0002683041,0.03116766,0.001853419,0.008931533,0.01341675,0.03184912,0.8905405,0.0002447038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03602151,0.4416605,0.1224893,0.2343994,0.01335446,0.0005047488,0.0006143054,0.001462569,0.1494932],"genre_scores_gemma":[0.2985505,0.3365305,0.2453363,0.0520046,0.02418795,0.0005950474,0.0009893188,0.0003428141,0.04146295],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01494332,"threshold_uncertainty_score":0.04999042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2136337204320754,"score_gpt":0.3998772020998113,"score_spread":0.1862434816677359,"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."}}