{"id":"W3185206289","doi":"10.1111/ele.13843","title":"Demystifying individual heterogeneity","year":2021,"lang":"en","type":"review","venue":"Ecology Letters","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Vital rates; Terminology; Population; Ecology; Variation (astronomy); Econometrics; Computer science; Biology; Population growth; Mathematics; Demography; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001877702,0.0008227277,0.001238817,0.002381869,0.0003048713,0.001658482,0.00148788,0.002075646,0.001712975],"category_scores_gemma":[0.002376717,0.0003374323,0.0007668859,0.001451465,0.00297721,0.003548755,0.001341532,0.003259816,0.0007951167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001746512,"about_ca_system_score_gemma":0.001666383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175219,"about_ca_topic_score_gemma":0.002364968,"domain_scores_codex":[0.9994689,0.00018445,0.00005269121,0.0001255768,0.0001318983,0.00003651721],"domain_scores_gemma":[0.9985267,0.001040342,0.00009705289,0.00009343539,0.0001942525,0.0000482036],"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":[0.00004993029,0.00003548447,0.0005322308,0.01163283,0.000159007,0.0003475287,0.0004206517,0.001832606,0.001701644,0.287054,0.03631383,0.6599203],"study_design_scores_gemma":[0.000008429448,0.00004341536,0.001066828,0.003351699,0.00008536539,0.001423161,0.0001410037,0.0006198603,0.0006692277,0.08789483,0.9046642,0.00003215292],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002567636,0.9933184,0.001653828,0.002078899,0.0004762672,0.000004073444,0.00001798735,0.00001221746,0.002181542],"genre_scores_gemma":[0.006976661,0.9879439,0.001224513,0.001500398,0.0008335779,0.00001391322,0.00003903503,0.000009429393,0.001458597],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002381869,"threshold_uncertainty_score":0.01267183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03850782131255071,"score_gpt":0.331325239632196,"score_spread":0.2928174183196453,"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."}}