{"id":"W2099765793","doi":"10.1139/z00-043","title":"Demographic analysis of the Columbia spotted frog (<i>Rana luteiventris</i>): case study in spatiotemporal variation","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Zoology","topic":"Amphibian and Reptile Biology","field":"Environmental Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Ecology; Amphibian; Predation; Population; Demographics; Survivorship curve; Range (aeronautics); Demography; Zoology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000475484,0.00007409303,0.0002975724,0.0002769515,0.00009679895,0.00001075952,0.0002618213,0.0001079451,0.005922278],"category_scores_gemma":[0.00003944616,0.00006293637,0.0001479898,0.001237879,0.0002916722,0.00006040856,0.00001381609,0.0001881162,0.00000812138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001495243,"about_ca_system_score_gemma":0.0001509564,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4479078,"about_ca_topic_score_gemma":0.9644478,"domain_scores_codex":[0.9986954,0.0003735197,0.0004667006,0.0001376246,0.0001093531,0.0002174536],"domain_scores_gemma":[0.9993069,0.00003883164,0.0002655002,0.0001860444,0.00001901596,0.0001837164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001292923,0.00005097636,0.9923251,5.646319e-7,0.000150931,0.001250986,0.001024522,0.002140528,0.00004714917,0.000001353833,0.0001215496,0.002873438],"study_design_scores_gemma":[0.0004547568,0.0001575688,0.9973963,0.000003200679,0.0002530259,0.0005888936,0.0004515789,0.0004043646,0.000002179495,0.00005150825,0.0001757459,0.00006085083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999139,0.00004923441,0.00001101245,0.0002047911,0.0001525076,0.0001509834,0.00001282226,0.000001278206,0.0002784484],"genre_scores_gemma":[0.9995987,0.000007268594,0.00004754296,0.0001658115,0.0000211595,0.000001082148,0.000001572237,0.000004539917,0.0001522774],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.51654,"threshold_uncertainty_score":0.9949864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007206219855516195,"score_gpt":0.2030811072211923,"score_spread":0.1958748873656761,"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."}}