{"id":"W3183578975","doi":"10.20944/preprints202107.0309.v1","title":"Entropy and Entropic Forces to Model Biological Fluids","year":2021,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; New York University Abu Dhabi","keywords":"Entropy (arrow of time); Statistical physics; Living systems; Complex fluid; Entropic force; Work (physics); Physics; Computer science; Thermodynamics; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004706651,0.0008972081,0.0006899209,0.00125723,0.0004816428,0.000842597,0.0008161449,0.001393374,0.002345029],"category_scores_gemma":[0.00178086,0.0002540903,0.0009809153,0.0005384547,0.001556821,0.001593647,0.001589756,0.001204974,0.0006473205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007888366,"about_ca_system_score_gemma":0.0005525342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002665244,"about_ca_topic_score_gemma":0.001733752,"domain_scores_codex":[0.9997576,0.00009154135,0.000009216606,0.00002757066,0.00008326546,0.00003083238],"domain_scores_gemma":[0.999503,0.0002482419,0.00009380296,0.00003096315,0.00004877286,0.00007529089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000229955,0.00004624061,0.0005012805,0.00009870958,0.0000358762,0.0001442771,0.0001097206,0.3694564,0.004733997,0.6192076,0.002132299,0.003510642],"study_design_scores_gemma":[0.000008211881,0.00001717776,0.0002006607,0.00001371993,0.000006384998,0.00004175611,0.00001180525,0.7472204,0.0002888893,0.2493879,0.002789169,0.00001387943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1685872,0.01514451,0.7132342,0.007856664,0.001381117,0.0001870703,0.0009586394,0.0004856698,0.09216499],"genre_scores_gemma":[0.9129837,0.005413305,0.03235675,0.0008663207,0.001413197,0.000377362,0.0003802633,0.0002819249,0.04592707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002665244,"threshold_uncertainty_score":0.007844865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07571129336056576,"score_gpt":0.33537644107164,"score_spread":0.2596651477110742,"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."}}