{"id":"W4388915162","doi":"10.1016/j.biosystems.2023.105089","title":"Biological thermodynamics: Ervin Bauer and the unification of life sciences and physics","year":2023,"lang":"en","type":"article","venue":"Biosystems","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Living systems; Statistical physics; Thermodynamic equilibrium; Equilibrium thermodynamics; Attractor; Physics; Mathematics; Computer science; Thermodynamics; Ecology; Biology","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":[0.0005068471,0.00006385301,0.0001177326,0.00001547799,0.0000805016,0.0000112863,0.0001043864,0.00006246428,9.082852e-7],"category_scores_gemma":[0.00004016497,0.00003733914,0.00003692536,0.0001982773,0.0003669092,0.000001421326,0.00008162961,0.00001866783,0.000001816194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001817901,"about_ca_system_score_gemma":0.00001964328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002062043,"about_ca_topic_score_gemma":0.000009535443,"domain_scores_codex":[0.9994183,0.0001107833,0.0001272266,0.0001833731,0.00007023507,0.00009008627],"domain_scores_gemma":[0.9996727,0.00002727145,0.00007877579,0.0001650071,0.00002910442,0.00002716177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008565158,0.00002763459,0.08922818,0.00008846994,0.0002349292,3.740093e-7,0.0002189113,0.0006720718,0.8926574,0.01060541,0.0008876578,0.005293344],"study_design_scores_gemma":[0.005155447,0.0009170597,0.5317384,0.0001476214,0.0003051644,0.00003082923,0.005670713,0.3504178,0.080534,0.005122316,0.01865285,0.001307817],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968862,0.002381519,0.0001867852,0.0002112645,0.00003781585,0.000107907,0.000005666476,0.000008208588,0.0001746236],"genre_scores_gemma":[0.9988697,0.0008698099,0.00003872289,0.0000277229,0.0001091312,0.000008047435,0.00001642908,0.000004257796,0.00005621683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8121234,"threshold_uncertainty_score":0.1522646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01986174592511619,"score_gpt":0.2388933416107555,"score_spread":0.2190315956856393,"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."}}