{"id":"W4386305747","doi":"10.1177/14799731231199764","title":"Long-term mechanical ventilation: State of the evidence and future directions","year":2023,"lang":"en","type":"letter","venue":"Chronic Respiratory Disease","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Term (time); Mechanical ventilation; Intensive care medicine; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002860404,0.0004097327,0.0005684318,0.0002005939,0.0002036601,0.00004360785,0.0003163838,0.0003956155,0.0003488884],"category_scores_gemma":[0.0001272894,0.0002969526,0.0004435762,0.0004270178,0.0002412278,0.0001479106,0.0002169824,0.001232296,0.0000697066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002827699,"about_ca_system_score_gemma":0.002037795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000235588,"about_ca_topic_score_gemma":0.00001216559,"domain_scores_codex":[0.9972153,0.0002045091,0.0006181201,0.0007010846,0.0008176989,0.0004432411],"domain_scores_gemma":[0.9976291,0.0001151119,0.000385076,0.001333348,0.0001892411,0.0003480879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004199213,0.0001572644,0.0122415,0.00837122,0.0003913212,0.003439625,0.00009450829,0.000005111299,0.001687646,0.00005746665,0.9078709,0.06526345],"study_design_scores_gemma":[0.0005925085,0.0002183416,0.08966075,0.00128531,0.0007080017,0.00001445515,0.000004930783,0.00001326543,0.0005782557,0.0000800085,0.9065697,0.0002744739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3182113,0.1574198,0.0002353377,0.4974838,0.01596818,0.008334593,0.001004741,0.001062302,0.0002800034],"genre_scores_gemma":[0.04755507,0.00949963,0.00007381548,0.8491257,0.06004249,0.001297555,0.0006135461,0.0009387666,0.03085344],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3516419,"threshold_uncertainty_score":0.9999483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04300938715759213,"score_gpt":0.3078203588518247,"score_spread":0.2648109716942326,"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."}}