{"id":"W2202780778","doi":"10.1086/588060","title":"On Net Reproductive Rate and the Timing of Reproductive Output","year":2008,"lang":"en","type":"article","venue":"The American Naturalist","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Population dynamics; Population; Reproduction; Life history; Biology; Life history theory; Population growth; Variance (accounting); Generation time; Reproductive value; Statistics; Mathematics; Econometrics; Demography; Ecology; Economics; Fecundity","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0004560718,0.00009514259,0.0002002501,0.000009879614,0.0004182361,0.000003349506,0.0001799337,0.00001301773,0.00006414137],"category_scores_gemma":[0.0003291469,0.00004541036,0.00003922464,0.000196376,0.006792102,0.00004986912,0.0001954607,0.0001927611,0.00004728059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000312234,"about_ca_system_score_gemma":0.000003661067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001833162,"about_ca_topic_score_gemma":0.00005517793,"domain_scores_codex":[0.9991189,0.000196687,0.0001137307,0.0003266374,0.0001088959,0.0001351762],"domain_scores_gemma":[0.9991308,0.0002765892,0.0001933415,0.0003716955,0.00001217018,0.00001533892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0173872,0.0007774146,0.5867209,0.0000198336,0.0007184775,0.0001499618,0.09876999,0.00130855,0.02402029,0.0154545,0.2077084,0.04696446],"study_design_scores_gemma":[0.0002234936,0.0001411147,0.9961123,0.000002404881,0.00003420436,0.0000335006,0.0009898704,0.00002257579,0.001070418,0.0006540765,0.0006332198,0.00008285329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894536,0.0001117474,0.00000170088,0.006247749,0.00006195946,0.0001768098,0.000003247743,0.00001290919,0.003930311],"genre_scores_gemma":[0.9969845,0.0001169228,0.00007241771,0.0007946194,0.00004305134,0.00001148153,6.435303e-7,0.000005243394,0.001971074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4093913,"threshold_uncertainty_score":0.9959108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169894901766177,"score_gpt":0.259617666285849,"score_spread":0.2379187172681873,"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."}}