{"id":"W4417142217","doi":"10.1007/978-3-031-19369-9_18-1","title":"Role of Red Blood Cells in Gas Exchange","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Erythrocyte Function and Pathophysiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Extant taxon; Cooperativity; Vertebrate; Oxygen transport; Hemoglobin; Comparative physiology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005491006,0.0001676157,0.0005324891,0.0002739537,0.000007802076,0.00000105731,0.0000494028,0.0003822052,0.008379907],"category_scores_gemma":[0.00001089776,0.000144588,0.0001327954,0.0000326647,0.00004310285,0.000008706285,0.00004625093,0.000272841,0.0001071515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002001948,"about_ca_system_score_gemma":0.00009047567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004308535,"about_ca_topic_score_gemma":0.00008381893,"domain_scores_codex":[0.9992429,0.00001070484,0.0002868535,0.0002377309,0.0001045066,0.0001172963],"domain_scores_gemma":[0.9994462,0.0000459141,0.00009089835,0.0003022651,0.0000661117,0.00004862464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001935753,0.0007684612,0.0002990902,0.003928002,0.0008762288,0.0003961143,0.0005230842,0.000002712724,0.6104953,0.1255401,0.2102707,0.0449644],"study_design_scores_gemma":[0.002512828,0.0007842964,0.0002899822,0.0009116766,0.0003457463,0.00002140694,0.00004369373,0.00001990015,0.02224522,0.006183507,0.9663943,0.0002474469],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005291511,0.0009476735,0.000003445004,0.0002115715,0.0002350721,0.0002732108,0.00001982116,0.0000334291,0.9977466],"genre_scores_gemma":[0.00146022,0.001752734,0.0002823686,0.0008739028,0.000171513,0.000006489468,0.00008446077,0.0000201672,0.9953482],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7561235,"threshold_uncertainty_score":0.9925266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530139043284883,"score_gpt":0.231945116258315,"score_spread":0.2166437258254662,"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."}}