{"id":"W2060988889","doi":"10.4006/1.3028863","title":"Energy Transformation and Flow: A Theory of Evolution.","year":2006,"lang":"en","type":"article","venue":"Physics Essays","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Physics; Transformation (genetics); Flow (mathematics); Statistical physics; Energy flow; Classical mechanics; Energy (signal processing); Mechanics; Theoretical physics; Mathematical physics; Quantum mechanics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0008266069,0.0004473608,0.0003242834,0.0009799144,0.001331239,0.002886699,0.0007763063,0.001983555,0.007865625],"category_scores_gemma":[0.002270071,0.0002361013,0.0006085925,0.0009063183,0.009354657,0.009452523,0.001416528,0.002412218,0.0008868466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001795411,"about_ca_system_score_gemma":0.0009192952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001708309,"about_ca_topic_score_gemma":0.001434503,"domain_scores_codex":[0.9996643,0.0001526131,0.00001245089,0.0000563311,0.00007739383,0.00003698465],"domain_scores_gemma":[0.9995197,0.0002630592,0.00003752405,0.00007288599,0.00007047201,0.00003645449],"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":[0.000002164457,0.000002417891,0.0000258841,0.00001109994,0.000001785509,0.000007305021,0.00007604621,0.000307126,0.00003372551,0.9947065,0.002075553,0.002750444],"study_design_scores_gemma":[0.000001702053,0.00000226655,0.00005600794,0.00001284334,0.000001623485,0.00001357398,0.00005758722,0.000429405,0.00004674607,0.9817709,0.01760567,0.000001632253],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01792439,0.0673551,0.1589943,0.0551321,0.003425972,0.00003556264,0.0002327734,0.0002045893,0.6966952],"genre_scores_gemma":[0.8528423,0.02901032,0.02268909,0.004040808,0.002678132,0.0001286583,0.0001612497,0.0001912231,0.08825826],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007865625,"threshold_uncertainty_score":0.02631319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007822611048636349,"score_gpt":0.2239083596341422,"score_spread":0.2160857485855059,"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."}}