{"id":"W4220976209","doi":"10.1017/inp.2022.6","title":"Development of a growing degree-day model to estimate<i>Linaria vulgaris</i>shoot emergence and prospects for improving biological control efforts","year":2022,"lang":"en","type":"article","venue":"Invasive Plant Science and Management","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Agriculture and Agri-Food Canada","funders":"","keywords":"Shoot; Biology; Botany; Growing degree-day; Weevil; Phaseolus; Perennial plant; Weed; Agronomy; Horticulture; Phenology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003760687,0.0004333846,0.0002857579,0.0003592007,0.0002390882,0.000441815,0.0008213248,0.0004793836,0.0009634637],"category_scores_gemma":[0.0009347849,0.0002588577,0.0005418445,0.0002025394,0.000213103,0.000246463,0.0002800788,0.0004912801,0.0002961728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001382084,"about_ca_system_score_gemma":0.0008395567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08858141,"about_ca_topic_score_gemma":0.05930197,"domain_scores_codex":[0.9998482,0.00002706543,0.000005997435,0.00005455935,0.00003007418,0.00003408475],"domain_scores_gemma":[0.9995133,0.0002113218,0.00009135339,0.00003934696,0.0001056585,0.00003893532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009373676,0.00006755979,0.01473011,0.00004541194,0.00003336112,0.00005863698,0.00004411184,0.9636071,0.01158248,0.001036875,0.0005124722,0.008188155],"study_design_scores_gemma":[0.00000295924,0.00001367871,0.002149376,0.000001895438,0.000004542595,0.000008349924,0.000005661735,0.9970607,0.0004268476,0.00009564489,0.0002259548,0.000004400576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6276387,0.000290639,0.3610227,0.0002264593,0.00005089179,0.0001583172,0.001358207,0.001081955,0.00817218],"genre_scores_gemma":[0.9839312,0.00004281702,0.01380342,0.00002670492,0.000003679237,0.00005108697,0.00031043,0.0000325739,0.001798151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08858141,"threshold_uncertainty_score":0.1761316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04732287622302324,"score_gpt":0.2459409121058868,"score_spread":0.1986180358828636,"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."}}