{"id":"W2916996797","doi":"10.1097/aln.0000000000002605","title":"Lung- and Diaphragm-protective Ventilation in Acute Respiratory Distress Syndrome","year":2019,"lang":"en","type":"review","venue":"Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Toronto General Hospital","funders":"","keywords":"Medicine; Diaphragm (acoustics); Lung; Ventilation (architecture); Acute respiratory distress; Respiratory distress; Respiratory system; Anesthesia; 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":[0.0003162168,0.0003981679,0.002130606,0.0004186432,0.00003686872,0.00001044462,0.0001313125,0.0007988929,0.00006549271],"category_scores_gemma":[0.00003629798,0.0003102596,0.0002519974,0.0002278882,0.00009603069,0.0000647635,0.00006584985,0.0005421248,0.0001398225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001054492,"about_ca_system_score_gemma":0.0002562493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007671022,"about_ca_topic_score_gemma":0.000003983627,"domain_scores_codex":[0.9980435,0.0002727454,0.0005711976,0.0006316141,0.0001312408,0.0003497016],"domain_scores_gemma":[0.9989305,0.0001191105,0.0003023548,0.0004915769,0.00003539774,0.0001210328],"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":[0.0001454932,0.00009970998,0.005790574,0.01866364,0.0003175052,0.005756207,0.00008499531,1.220264e-7,0.00002256006,0.0002275783,0.0001723157,0.9687193],"study_design_scores_gemma":[0.000477724,0.0007609309,0.01518609,0.004312815,0.001061092,0.001772126,0.00001166573,0.000001208358,0.000005412465,0.00007366508,0.9760222,0.0003151041],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03164356,0.9661195,0.000008850937,0.000008684878,0.0001901874,0.001849175,0.00002125418,0.00004009262,0.0001186932],"genre_scores_gemma":[0.001599311,0.9967291,0.00003895432,0.0003339188,0.00007983433,0.0003314011,0.0002526504,0.00007663122,0.0005581523],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9758499,"threshold_uncertainty_score":0.999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05009129951325846,"score_gpt":0.3446361358400096,"score_spread":0.2945448363267511,"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."}}