{"id":"W4410990243","doi":"10.2139/ssrn.5280819","title":"A Biogenic Principle within the Constructal Law the Flow of Information in Biological Systems","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Scientific Research and Philosophical Inquiry","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Constructal law; Flow (mathematics); Law; Mathematical economics; Economics; Mechanics; Political science; Physics; Heat transfer","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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.008296661,0.0001857571,0.0002822032,0.0002041557,0.0002794676,0.0005361732,0.003454753,0.0002209252,0.000003147171],"category_scores_gemma":[0.0002822398,0.00008987176,0.0001941411,0.0006003882,0.000561609,0.0003145907,0.001365795,0.004481898,0.00001014631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004406733,"about_ca_system_score_gemma":0.004857793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002468774,"about_ca_topic_score_gemma":0.0002330362,"domain_scores_codex":[0.9963499,0.0006890598,0.0007905963,0.000263565,0.0006771898,0.00122971],"domain_scores_gemma":[0.9981669,0.0003067428,0.0004716888,0.0007523246,0.0002309257,0.00007145407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002304525,0.00001955967,0.0001262445,0.00002210063,0.00007386044,0.000001461522,0.0003954151,0.004148262,0.00002001985,0.9931196,0.00002879897,0.002021621],"study_design_scores_gemma":[0.0002825934,0.000125744,0.00009360292,0.0001203891,0.000007525197,0.0002532491,0.0004244531,0.1078989,0.00008073869,0.8898091,0.0007716381,0.0001320814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3565854,0.01729481,0.5806526,0.02166497,0.01191756,0.003829694,0.0001623779,0.0001628798,0.007729711],"genre_scores_gemma":[0.998542,0.0006529581,0.0004016803,0.0001366328,0.0001620164,0.00003290978,0.000008795364,0.000002576875,0.00006039271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6419567,"threshold_uncertainty_score":0.9978148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03600441065174856,"score_gpt":0.2996523764958202,"score_spread":0.2636479658440717,"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."}}