{"id":"W1977340197","doi":"10.1007/s10441-015-9246-z","title":"The Modellers’ Halting Foray into Ecological Theory: Or, What is This Thing Called ‘Growth Rate’?","year":2015,"lang":"en","type":"article","venue":"Acta Biotheoretica","topic":"Ecosystem dynamics and resilience","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Acadia University; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Complement (music); Field (mathematics); Set (abstract data type); Computer science; Ecology; Identity (music); Mathematical economics; Mathematics; Philosophy; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002792191,0.0002336783,0.0002241084,0.00002364521,0.0006632855,0.000414802,0.0008938943,0.0001865072,0.00154476],"category_scores_gemma":[0.0005578402,0.0001190917,0.00008999564,0.0002400859,0.0008936193,0.0004277715,0.0005567926,0.0002576761,0.0004697915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426551,"about_ca_system_score_gemma":0.00004779039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000129385,"about_ca_topic_score_gemma":0.0001825662,"domain_scores_codex":[0.9978623,0.000397839,0.000324164,0.0004901446,0.0003812536,0.0005442849],"domain_scores_gemma":[0.998189,0.000877928,0.0001415317,0.0004992228,0.00003027076,0.0002620374],"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":[0.001235224,0.0004964517,0.007421514,0.00007084696,0.0001765682,0.0001231476,0.03809755,0.001227073,0.01201907,0.9005986,0.01745692,0.02107699],"study_design_scores_gemma":[0.001482379,0.0007622361,0.0004852454,0.00018639,0.00007019832,0.0000623603,0.01389152,0.4001532,0.004479108,0.5536923,0.02356977,0.001165311],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8543664,0.0005057912,0.004766592,0.02086719,0.0009836114,0.001028915,0.000006663602,0.0002024118,0.1172724],"genre_scores_gemma":[0.9952873,0.0005411037,0.001092488,0.001293783,0.00004358416,0.00002215029,0.000001798888,0.00002574665,0.001692017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3989261,"threshold_uncertainty_score":0.999368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115374183543285,"score_gpt":0.236064921734766,"score_spread":0.2249111798993331,"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."}}