{"id":"W1995235637","doi":"10.1186/cc5355","title":"Recruitment/derecruitment models fitted to respiratory data of acute respiratory distress syndrome/acute lung injury patients","year":2007,"lang":"en","type":"article","venue":"Critical Care","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Medicine; ARDS; Mechanical ventilation; Acute respiratory distress; Intensive care medicine; Respiratory distress; Respiratory physiology; Ventilation (architecture); Diffuse alveolar damage; Emergency medicine; Respiratory system; Lung; Anesthesia; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.003857289,0.0009834681,0.001244935,0.0005793891,0.0003279433,0.000821295,0.001485714,0.001936231,0.003382277],"category_scores_gemma":[0.008745173,0.0004299462,0.001339649,0.0004525539,0.0004025031,0.000549771,0.0007192314,0.001977035,0.001103554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009637687,"about_ca_system_score_gemma":0.0009093067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0113345,"about_ca_topic_score_gemma":0.006767972,"domain_scores_codex":[0.9993442,0.000319111,0.00003750708,0.0001275114,0.00005015159,0.0001214774],"domain_scores_gemma":[0.995428,0.003208716,0.0005428197,0.0001952411,0.0004020605,0.0002232168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004867245,0.0001699779,0.01367307,0.00006335561,0.00007796902,0.000121518,0.00008479478,0.9693027,0.0005899215,0.001142113,0.001026324,0.01326147],"study_design_scores_gemma":[0.00001299335,0.00007686719,0.001731959,0.000006985737,0.00001317041,0.00002764244,0.00001219972,0.997403,0.0001580477,0.0003522992,0.0001973267,0.000007498591],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8039469,0.0007902141,0.1866319,0.001506406,0.0002160458,0.0003755432,0.002528315,0.0008297591,0.003175074],"genre_scores_gemma":[0.9844036,0.0001877826,0.009562558,0.0001435234,0.00004869819,0.0002709981,0.001440832,0.00004654065,0.003895476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0113345,"threshold_uncertainty_score":0.02253705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.145760522018916,"score_gpt":0.412154305162751,"score_spread":0.266393783143835,"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."}}