{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00178999,0.000939912,0.0005103385,0.0006087695,0.004376538,0.003599777,0.0008400753,0.003174672,0.06411973],"category_scores_gemma":[0.007151231,0.0003245584,0.0004401745,0.0001834757,0.002074378,0.002887952,0.002524944,0.004980138,0.02047772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004164087,"about_ca_system_score_gemma":0.0007204411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000849737,"about_ca_topic_score_gemma":0.003945903,"domain_scores_codex":[0.9987594,0.0004015813,0.00004140482,0.00009338607,0.0004265363,0.0002777744],"domain_scores_gemma":[0.9970489,0.0004300107,0.0002803962,0.0001068619,0.0004368626,0.001696915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009351093,0.0008211602,0.01210708,0.000634095,0.00009328166,0.002067306,0.008504678,0.0006729311,0.02791112,0.01467713,0.5371798,0.3943963],"study_design_scores_gemma":[0.0000734473,0.0009367049,0.007664391,0.0006520274,0.00004578199,0.002927965,0.02460755,0.001025394,0.005249958,0.02053735,0.9361215,0.0001579398],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.1121387,0.008037413,0.03814088,0.2378861,0.03126155,0.0005650592,0.0002558868,0.002054345,0.5696601],"genre_scores_gemma":[0.3941849,0.005633649,0.04234704,0.07123508,0.005653665,0.0004559514,0.0002175722,0.0006131806,0.4796589],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.06411973,"threshold_uncertainty_score":0.2145019,"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."}}