{"id":"W3200260057","doi":"10.1007/s00285-021-01665-4","title":"Competitive coexistence of seasonal breeders","year":2021,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Agricultural Economics and Policy","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council","keywords":"Biology; Seasonality; Econometrics; Mathematics; Atmospheric sciences; Ecology; Physics","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":[0.0001975082,0.00007139478,0.0003094613,0.000005961187,0.0000307355,0.00001030661,0.0001609778,0.00007460057,0.001069505],"category_scores_gemma":[0.0001941018,0.00002261899,0.0001670535,0.00009469838,0.0001126295,0.00004198585,0.00004920438,0.0001067392,0.00002293886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001325001,"about_ca_system_score_gemma":0.00002024056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004991753,"about_ca_topic_score_gemma":0.00001644465,"domain_scores_codex":[0.9992673,0.00006791719,0.0003881173,0.00007734056,0.00006643831,0.000132936],"domain_scores_gemma":[0.9988733,0.0004940902,0.0002945449,0.00002440396,0.0002260393,0.00008763904],"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":[0.0000446294,0.0002582174,0.001703617,0.00002796866,0.00009439738,0.00002331815,0.0001513316,0.000002469961,0.3734331,0.6110594,0.0009731217,0.01222849],"study_design_scores_gemma":[0.002055718,0.005218457,0.1833579,0.0006576361,0.0002474493,0.005189369,0.01025749,0.0002997737,0.112595,0.4861683,0.1927904,0.001162535],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868205,0.0001911356,0.00001780979,0.003709993,0.00007602487,0.0000282973,0.00003002493,0.000003001109,0.009123168],"genre_scores_gemma":[0.998311,0.00007704332,0.001006773,0.0002726732,0.0002058261,4.419347e-7,0.000006999918,3.399274e-7,0.0001188363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2608381,"threshold_uncertainty_score":0.9998437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02795920466073945,"score_gpt":0.253969085374867,"score_spread":0.2260098807141275,"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."}}