{"id":"W3159962061","doi":"10.1097/cce.0000000000000385","title":"Bias Due to Cohort Construction in the Study of Timing of Invasive Ventilation","year":2021,"lang":"en","type":"article","venue":"Critical Care Explorations","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Ventilation (architecture); Cohort; Environmental science; Medicine; Engineering; Internal medicine; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000138307,0.00005107448,0.0001672435,0.00008928917,0.00004321698,0.000008976994,0.00003427478,0.00003449288,0.00008046714],"category_scores_gemma":[0.00107935,0.00004263195,0.00003711985,0.0003450876,0.00003959833,0.00008456147,0.00001773888,0.00007630743,0.000004604186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002143559,"about_ca_system_score_gemma":0.0001686855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009210416,"about_ca_topic_score_gemma":0.0001807776,"domain_scores_codex":[0.9992105,0.00009176586,0.0002748918,0.0001231166,0.000225867,0.00007384146],"domain_scores_gemma":[0.9990312,0.0001605032,0.00002695879,0.0001998015,0.0005387335,0.00004276541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003045582,0.003586717,0.5076756,0.001113036,0.0001427563,0.001153797,0.170098,0.000222745,0.2288459,0.07263579,0.0008371858,0.01338385],"study_design_scores_gemma":[0.0009641809,0.001405216,0.1176408,0.000201645,0.0003132462,0.00007173313,0.6488288,0.00002760554,0.2290569,0.001064853,0.0003056572,0.0001193419],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951344,0.00004624848,0.002859493,0.0004648073,0.000146434,0.0004764849,0.00000821858,0.000007154611,0.000856815],"genre_scores_gemma":[0.9984233,0.000001402641,0.001251408,0.0001481003,0.00004094064,0.00007722265,0.00004510585,0.000005291456,0.000007262734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4787308,"threshold_uncertainty_score":0.173848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1413131754691387,"score_gpt":0.371609229119755,"score_spread":0.2302960536506162,"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."}}