{"id":"W2801004615","doi":"10.1016/b978-0-12-409548-9.10606-2","title":"Thermodynamics in Ecology","year":2018,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Advanced Thermodynamics and Statistical Mechanics","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bedford Institute of Oceanography","funders":"","keywords":"Ecology; Environmental science; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001074177,0.0003859297,0.0005180705,0.0001000033,0.00005891702,0.0000210052,0.000268494,0.00022342,0.002568714],"category_scores_gemma":[0.000003474038,0.000377064,0.0001481009,0.00001037993,0.0001248685,0.00002002617,0.0001340082,0.00051367,0.0003337279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000840702,"about_ca_system_score_gemma":0.00008297553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.657661e-7,"about_ca_topic_score_gemma":0.00007963109,"domain_scores_codex":[0.998634,0.00001910747,0.0004044073,0.0004419259,0.0001401377,0.0003604481],"domain_scores_gemma":[0.9991437,0.00008378009,0.000195471,0.000416974,0.0000647387,0.00009530293],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005657163,0.000007863646,0.00001038463,0.000006731656,0.00003282237,0.000007857753,0.00003815965,0.000002004272,0.000005532172,0.4881303,0.00000473122,0.5117479],"study_design_scores_gemma":[0.0002209308,0.00005877385,0.00002174745,0.00007921281,0.0000300115,9.524557e-7,0.000008473466,0.002231817,0.000002302271,0.8196046,0.1773924,0.0003487102],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003203339,0.00003003808,0.002384332,0.00001279306,0.0003457581,0.0003424476,0.0002395384,0.00002367084,0.9963011],"genre_scores_gemma":[0.03109895,0.000007718828,0.00122392,0.00009569462,0.0004086281,0.00003546385,0.00009393672,0.0001230229,0.9669127],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5113992,"threshold_uncertainty_score":0.9998682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008253048157951344,"score_gpt":0.2389837193373712,"score_spread":0.2307306711794199,"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."}}