{"id":"W4417114528","doi":"10.1002/ecy.70240","title":"Seasonal climate drives population growth but not costs of reproduction of a perennial wildflower","year":2025,"lang":"en","type":"article","venue":"Ecology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Wildflower; Reproduction; Perennial plant; Vital rates; Population; Population growth; Climate change; Seasonality; Phenology","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":[0.0002544476,0.0001397003,0.0001290958,0.0001765878,0.0001958722,0.0002584518,0.0002217054,0.0001211121,0.0006030756],"category_scores_gemma":[0.000365567,0.0001144611,0.000110417,0.00007444554,0.0002114785,0.000217136,0.0002395765,0.0002668895,0.00005072166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003416293,"about_ca_system_score_gemma":0.0001399685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002788133,"about_ca_topic_score_gemma":0.0101373,"domain_scores_codex":[0.9999326,0.00001478195,0.000004522572,0.00002647107,0.000009674625,0.00001186172],"domain_scores_gemma":[0.9996104,0.0001448447,0.0001271496,0.0000311824,0.00003246673,0.00005410883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004174539,0.0002615311,0.3647434,0.00005672564,0.0001154892,0.00009311236,0.0002738472,0.002047099,0.6198069,0.000338368,0.0001548956,0.01169119],"study_design_scores_gemma":[0.0000105269,0.0001661239,0.9838108,0.00000258412,0.00003234211,0.00005920575,0.00007900724,0.005950179,0.009481009,0.0001744622,0.0002265454,0.00000700379],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997954,0.00001172932,0.00007692118,0.000004872842,6.420419e-7,8.572196e-7,0.00001950238,0.00000260547,0.00008764649],"genre_scores_gemma":[0.9996467,0.00001274336,0.000138931,0.00001176755,0.000001854836,0.000002948282,0.00004570495,0.000002675027,0.0001367383],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002788133,"threshold_uncertainty_score":0.005543768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192073733747534,"score_gpt":0.250684822406197,"score_spread":0.2387640850687217,"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."}}