{"id":"W2923650038","doi":"10.1002/ecy.2706","title":"Statistical modeling of patterns in annual reproductive rates","year":2019,"lang":"en","type":"article","venue":"Ecology","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":94,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Ecology; Geography; Biology; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001073466,0.00006690533,0.0001274981,0.0000258806,0.0000080316,0.000001260366,0.00008978253,0.00009558037,0.0001309856],"category_scores_gemma":[0.00006079614,0.0000662537,0.00001879373,0.00002744762,0.00003774419,0.000001273882,0.00005954564,0.00006287976,0.00001672727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005104405,"about_ca_system_score_gemma":0.00004521573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002863331,"about_ca_topic_score_gemma":0.00008140643,"domain_scores_codex":[0.9993324,0.00005553754,0.0001613538,0.0002670344,0.0000372216,0.0001464352],"domain_scores_gemma":[0.9996834,0.00001945769,0.00003478443,0.0001988533,0.00004137565,0.000022061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002793516,0.0002572926,0.8988304,0.00005750072,0.00006117676,0.000001917998,0.000565195,0.05257546,0.02955129,0.01627901,0.0004586528,0.00108281],"study_design_scores_gemma":[0.0006402344,0.0008972964,0.9860208,0.000006368913,0.000007053842,0.000006068866,0.0004421634,0.0007223368,0.006328132,0.004414196,0.0003737379,0.000141585],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925436,0.00007083474,0.005759135,0.00005341178,0.000178839,0.0001335359,0.00004975936,0.000002374588,0.001208464],"genre_scores_gemma":[0.9941459,0.000006858645,0.005386214,0.0000559664,0.00006502389,0.000007964498,0.00004263136,0.000007881822,0.0002815888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08719049,"threshold_uncertainty_score":0.2701747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008232462101515322,"score_gpt":0.2535761220697283,"score_spread":0.245343659968213,"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."}}