{"id":"W1992306248","doi":"10.1006/jtbi.2000.2234","title":"Complementarity of Ecological Goal Functions","year":2001,"lang":"en","type":"article","venue":"Journal of Theoretical Biology","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":257,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Maximum power principle; Maxima and minima; Maximum flow problem; Complementarity (molecular biology); Computer science; Dissipation; Synergetics (Haken); Emergy; Ecology; Mathematical optimization; Exergy; Mathematics; Environmental science; Physics; Biology; Sustainable development; Thermodynamics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001114837,0.00007719072,0.0003381952,0.00003396496,0.00006964972,0.000005094734,0.0002468928,0.0001200001,0.04212631],"category_scores_gemma":[0.0006091031,0.00004682974,0.0002200776,0.0001902979,0.001261169,0.00004722921,0.000157283,0.0001871547,0.00007528783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001378581,"about_ca_system_score_gemma":0.000009387154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005816392,"about_ca_topic_score_gemma":0.00004469429,"domain_scores_codex":[0.9986755,0.0003013305,0.0005536415,0.0001229828,0.0001251056,0.0002215024],"domain_scores_gemma":[0.9990844,0.0004126419,0.0002317796,0.0001149777,0.00003849737,0.0001177391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002079979,0.0006138451,0.873633,0.000003568062,0.00006731102,0.00002295873,0.00004040746,0.0002423831,0.002642251,0.1191987,0.0009594751,0.002368103],"study_design_scores_gemma":[0.000795514,0.00307046,0.5700967,0.0000053961,0.0001364888,0.000222886,0.0008203227,0.0004219366,0.000228455,0.389465,0.03456489,0.0001719871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874138,0.00001663849,0.003020087,0.001745436,0.0001354787,0.00006198489,0.000003834212,0.000004413253,0.007598289],"genre_scores_gemma":[0.9991828,0.00001391846,0.0004819898,0.0002007034,0.00006212747,0.000001526829,0.000001572712,0.000001895845,0.00005344893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3035363,"threshold_uncertainty_score":0.9587493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01080063484757319,"score_gpt":0.2598648769347385,"score_spread":0.2490642420871653,"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."}}