{"id":"W1984883527","doi":"10.1164/rccm.2302008","title":"A Respiratory Physiologist by Hook or by Crook","year":2003,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Christie (Canada)","funders":"","keywords":"Medicine; Hook; Respiratory system; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006163771,0.0002011033,0.0005408514,0.0001272779,0.000390092,0.00003085108,0.0001711963,0.00004930376,0.003151996],"category_scores_gemma":[0.002002978,0.0001274878,0.0000702472,0.0001291851,0.005994075,0.000208121,0.00001499672,0.0004918562,0.000008707346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005665414,"about_ca_system_score_gemma":0.0001822738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001654978,"about_ca_topic_score_gemma":0.00001221987,"domain_scores_codex":[0.9980625,0.0003523101,0.0006742892,0.0002083731,0.0004169005,0.0002856488],"domain_scores_gemma":[0.9981164,0.000518546,0.0002450885,0.0001716362,0.000563297,0.0003850099],"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":[0.0003531792,0.0001976306,0.0003118358,0.0001607537,0.00006700256,0.0001456553,0.009897025,1.419071e-7,0.004684404,0.13737,0.8039171,0.04289522],"study_design_scores_gemma":[0.0006707067,0.00679198,0.00002478599,0.0001186134,0.00006654116,0.00002090544,0.02499343,2.078379e-7,0.0002580291,0.0003631599,0.9665255,0.0001661455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7094635,0.1044915,0.001995637,0.01084568,0.004441168,0.0005451476,0.0003347937,0.0001535643,0.167729],"genre_scores_gemma":[0.9750789,0.00005392698,0.00005059146,0.02303965,0.000910968,0.000007533285,0.000004822302,0.00002064643,0.000832911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2656154,"threshold_uncertainty_score":0.9977593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04220011896960865,"score_gpt":0.3071016734312559,"score_spread":0.2649015544616472,"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."}}