{"id":"W4413492018","doi":"10.64628/aap.peavgpjd7","title":"When fighting invasive aquatic plants, choose your battles","year":2024,"lang":"en","type":"article","venue":"","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Environmental science; Business; Environmental resource management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001820408,0.0001742182,0.0001934543,0.0000140377,0.0001411472,0.0002353193,0.0003058147,0.0001199038,0.005468268],"category_scores_gemma":[0.0003422335,0.00004783598,0.0001356274,0.0001392797,0.00007636259,0.0001650409,0.0001031222,0.0001738479,0.001190031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002726907,"about_ca_system_score_gemma":0.00001114947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002257684,"about_ca_topic_score_gemma":0.0009805255,"domain_scores_codex":[0.9988247,0.00006614842,0.0002257193,0.000371458,0.0001826387,0.0003293358],"domain_scores_gemma":[0.9985564,0.001226681,0.00003766075,0.00004880583,0.00002507762,0.0001053977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002843246,0.00006109376,0.004383218,0.00002852021,0.00008522231,0.0001182222,0.0002196318,0.000001163768,0.4264239,0.01472129,0.03621993,0.5177094],"study_design_scores_gemma":[0.0003288339,0.0008492224,0.3371865,0.0003972248,0.00005403874,0.00007852743,0.002866456,0.0004929595,0.03330994,0.04748754,0.575728,0.001220701],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554482,0.002410302,0.00001567398,0.01360527,0.0003128766,0.0002106577,0.00006087544,0.0004520474,0.0274841],"genre_scores_gemma":[0.992252,0.0001568267,0.0002129285,0.001282065,0.0006049282,0.00001670379,0.00005995967,0.000001032443,0.005413537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5395081,"threshold_uncertainty_score":0.9995877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04253185691643045,"score_gpt":0.2318712468532753,"score_spread":0.1893393899368449,"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."}}