{"id":"W4250399725","doi":"10.1007/978-3-319-24103-6","title":"Hemo-Dynamics","year":2015,"lang":"en","type":"book","venue":"Biological and medical physics, biomedical engineering","topic":"Hemoglobin structure and function","field":"Biochemistry, Genetics and Molecular Biology","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Dynamics (music); Physics; Acoustics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0003177648,0.0004263083,0.0005031112,0.00004093174,0.00004418646,0.00001870874,0.0002759671,0.001738884,0.0001316291],"category_scores_gemma":[0.0005922713,0.0003118402,0.0001589307,0.00007121323,0.0004457655,0.000003230961,0.0003709905,0.0006333404,0.00004782724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000080478,"about_ca_system_score_gemma":0.0003629253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002053297,"about_ca_topic_score_gemma":0.000001203029,"domain_scores_codex":[0.9979715,0.00002634748,0.0003679286,0.0006348137,0.0005680999,0.0004312918],"domain_scores_gemma":[0.9986232,0.00004344682,0.00007965013,0.0002682283,0.00007942088,0.0009060535],"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":[0.0002224705,0.0003071739,0.0001255519,0.0004663257,0.0006774904,0.000222696,0.00003687146,0.00001986874,0.008805183,0.008984292,0.5226,0.4575321],"study_design_scores_gemma":[0.0005646507,0.0005623159,0.0000386637,0.0001205794,0.00003377435,0.00007234521,0.000003875276,0.001253024,0.0001564847,0.002986804,0.993687,0.0005204271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02911544,0.04578533,0.4015298,0.006773396,0.02305294,0.00376687,0.002469723,0.001397248,0.4861093],"genre_scores_gemma":[0.179909,0.01591465,0.005286532,0.00874458,0.09505471,0.0002426594,0.05698463,0.0007651817,0.637098],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4710871,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008782314397086953,"score_gpt":0.2089458616724982,"score_spread":0.2001635472754112,"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."}}