{"id":"W4403477011","doi":"10.1002/2688-8319.12391","title":"Community science can inform invasive species management: <i>Melaleuca</i> (Myrtaceae) in South Africa","year":2024,"lang":"en","type":"article","venue":"Ecological Solutions and Evidence","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Universiteit Stellenbosch; Akademie Věd České Republiky","keywords":"Myrtaceae; Melaleuca; Geography; Agroforestry; Biology; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00113663,0.0001653899,0.0002115868,0.00004976174,0.001546589,0.0002348715,0.0004247595,0.00009230088,0.0001886834],"category_scores_gemma":[0.0004497987,0.00007029514,0.00006079879,0.001107733,0.001118626,0.0004002401,0.0007296004,0.0003705129,0.00005577797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001474049,"about_ca_system_score_gemma":0.00003301966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000523503,"about_ca_topic_score_gemma":0.01048039,"domain_scores_codex":[0.998504,0.0001121383,0.0002601355,0.0003597522,0.0001739776,0.0005900341],"domain_scores_gemma":[0.9987388,0.0009417993,0.00004693617,0.00008873943,0.00005548265,0.0001282394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001665113,0.001519572,0.8880268,0.0005494378,0.0002261224,0.0005139414,0.007122469,0.0001295582,0.01007076,0.05013525,0.009480988,0.03205853],"study_design_scores_gemma":[0.00005820507,0.0002694373,0.9739368,0.0001444559,0.00001655812,0.000008457995,0.006142465,0.00009063663,0.00001510049,0.003149254,0.01597833,0.0001902841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784289,0.003959153,0.000005952066,0.004769574,0.0002277419,0.0003428197,0.00002150932,0.0001117276,0.01213261],"genre_scores_gemma":[0.9966247,0.001981481,0.00007739231,0.0002775257,0.00006661897,0.0000947404,0.000001070773,6.454011e-7,0.0008758445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08590995,"threshold_uncertainty_score":0.9997532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1041087650066214,"score_gpt":0.2501331812035933,"score_spread":0.1460244161969718,"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."}}