{"id":"W4225310559","doi":"10.1164/ajrccm-conference.2022.205.1_meetingabstracts.a2074","title":"Segmental Linear Regression Should Be Used to Develop Reference Equations for Pulmonary Diffusing Capacity","year":2022,"lang":"en","type":"article","venue":"","topic":"Advanced Thermodynamic Systems and Engines","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Linear regression; Computer science; Applied mathematics; Mathematics; Machine learning","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00353068,0.001115641,0.001721748,0.001390352,0.0004541384,0.001454155,0.002656286,0.001213294,0.006774277],"category_scores_gemma":[0.01012332,0.000493324,0.00114249,0.001533703,0.000470235,0.002533969,0.0008145206,0.002065334,0.009049588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003868,"about_ca_system_score_gemma":0.00173575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105692,"about_ca_topic_score_gemma":0.0111883,"domain_scores_codex":[0.9986342,0.0004066874,0.0001435232,0.0003491204,0.0004085747,0.00005788961],"domain_scores_gemma":[0.9960572,0.001334005,0.0002406515,0.0007326838,0.001583547,0.00005201661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003745999,0.0003066141,0.03209593,0.001946607,0.0004327128,0.0002550682,0.0003986676,0.1020749,0.06114276,0.0470251,0.04358986,0.7103573],"study_design_scores_gemma":[0.00005043408,0.000429503,0.01722272,0.0005996943,0.0005301714,0.0006342423,0.0002075896,0.6641029,0.1733255,0.0229828,0.1196696,0.0002448793],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01534086,0.002955722,0.9657461,0.0005583792,0.0006140057,0.00009238513,0.001535388,0.005465704,0.007691422],"genre_scores_gemma":[0.3985291,0.006841124,0.5418091,0.001153347,0.0005186237,0.0008040494,0.007229716,0.005701899,0.03741306],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0105692,"threshold_uncertainty_score":0.02266222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1079768108241586,"score_gpt":0.2929524648039397,"score_spread":0.1849756539797812,"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."}}