{"id":"W4390411889","doi":"10.1002/ajb2.16270","title":"The role of genotypic and climatic variation at the range edge: A case study in winegrapes","year":2023,"lang":"en","type":"article","venue":"American Journal of Botany","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of British Columbia","funders":"Agriculture and Agri-Food Canada","keywords":"Hardiness (plants); Range (aeronautics); Biology; Biological dispersal; Habitat; Climate change; Ecology; Botany; Population; Demography","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":[0.001007406,0.0002295165,0.0002686885,0.0006426518,0.0008803986,0.0006974685,0.000527453,0.0005427832,0.0007158076],"category_scores_gemma":[0.00213808,0.0001322943,0.0004931587,0.0007719594,0.0007567249,0.0005497927,0.0007350073,0.0004728648,0.00005651129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014347,"about_ca_system_score_gemma":0.000362925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04662703,"about_ca_topic_score_gemma":0.09966373,"domain_scores_codex":[0.9995352,0.0002445949,0.00001374348,0.0001068083,0.00003906352,0.00006058498],"domain_scores_gemma":[0.9985704,0.0008491693,0.0002239621,0.0001285044,0.00009001289,0.0001379861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008102494,0.0000929411,0.9851351,0.0000215923,0.00008242902,0.002297957,0.002896329,0.002190194,0.0009629744,0.0003845859,0.0001817451,0.005672984],"study_design_scores_gemma":[0.000004904087,0.0001153035,0.9836175,0.00002078385,0.00004415577,0.001204697,0.005539561,0.007657874,0.0003145946,0.0005807074,0.0008805649,0.00001933725],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994726,0.00005229965,0.0002103473,0.0000364904,6.526462e-7,0.000002469758,0.00004385267,0.00000226437,0.0001790957],"genre_scores_gemma":[0.9993736,0.00003928219,0.0004155842,0.00001590012,0.0000017549,0.00000306678,0.00005614794,0.00000257836,0.00009194481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04662703,"threshold_uncertainty_score":0.09271121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01178462770322999,"score_gpt":0.2504280018522561,"score_spread":0.2386433741490261,"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."}}