{"id":"W4410760368","doi":"10.1016/j.biosystems.2025.105504","title":"Mechanism and biological significance of erythrocyte homoaggregation (rouleaux formation): temperature-dependent entropic liberation of water from cells and macromolecules","year":2025,"lang":"en","type":"review","venue":"Biosystems","topic":"Erythrocyte Function and Pathophysiology","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Liberation; Macromolecule; Mechanism (biology); Chemistry; Biophysics; Biology; Biochemistry; Philosophy; Epistemology","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":[0.0001495667,0.0002936477,0.00146593,0.000184769,0.00005269119,0.00001921805,0.00005683565,0.0005270634,0.00003078416],"category_scores_gemma":[0.00002923266,0.0001811866,0.0001579258,0.0001063212,0.00007932099,0.00005893617,0.00006350397,0.0001868933,0.000009139217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004827995,"about_ca_system_score_gemma":0.000086921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004234657,"about_ca_topic_score_gemma":0.00000662252,"domain_scores_codex":[0.9982172,0.0002738095,0.0008139502,0.000382169,0.0001624412,0.00015042],"domain_scores_gemma":[0.9989862,0.0001356675,0.0004265658,0.0002578536,0.0001295832,0.00006410037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000335723,0.0002979806,0.00003427595,0.1314454,0.0007910399,0.00004863508,0.0007616186,8.769719e-7,0.7257382,0.002903027,0.0005455032,0.1370978],"study_design_scores_gemma":[0.005059689,0.002944215,0.0001240634,0.07034034,0.003597995,0.0005108006,0.0006692142,0.0001241223,0.5303348,0.001157164,0.3837306,0.001406977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02343955,0.9730657,0.0004799137,0.00003251066,0.0007052969,0.00176032,0.0003952222,0.00003958326,0.00008193334],"genre_scores_gemma":[0.05125177,0.9472017,0.0002742025,0.00003246017,0.0001696681,0.00007664799,0.0007222726,0.00001637468,0.0002548839],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3831851,"threshold_uncertainty_score":0.7388576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202006388660877,"score_gpt":0.2609476447004155,"score_spread":0.2389275808138068,"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."}}