{"id":"W6964778814","doi":"10.26181/25301503","title":"Invasion trends: An interpretable measure of change is needed to support policy targets","year":2023,"lang":"en","type":"article","venue":"La Trobe University","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scale (ratio); Process (computing); Data collection; Set (abstract data type); Measure (data warehouse); Investment (military)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02649731,0.002034024,0.002254734,0.006194569,0.001281478,0.009821454,0.002453501,0.002557459,0.00502272],"category_scores_gemma":[0.09979706,0.0005142564,0.001360684,0.006501435,0.002453634,0.01645415,0.002923682,0.004534429,0.001254444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004680196,"about_ca_system_score_gemma":0.004393959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0189185,"about_ca_topic_score_gemma":0.01795306,"domain_scores_codex":[0.9787706,0.01265326,0.002045925,0.00205254,0.003818361,0.0006594038],"domain_scores_gemma":[0.9461474,0.02766476,0.009878158,0.006888086,0.00858354,0.0008381268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004630341,0.0008532418,0.1880687,0.004249141,0.001821914,0.0005051423,0.006280161,0.08115561,0.003292594,0.2606495,0.08907159,0.3635894],"study_design_scores_gemma":[0.0001108763,0.0007727615,0.1433205,0.004010422,0.0007572626,0.0003485473,0.01786028,0.1602477,0.00294092,0.4959906,0.1730083,0.0006317691],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.142359,0.01191629,0.4788067,0.1687485,0.006519419,0.001835613,0.02848099,0.004344561,0.1569889],"genre_scores_gemma":[0.8496334,0.003666948,0.1317244,0.004981407,0.0008817117,0.001255228,0.004929543,0.0005242627,0.002403142],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02649731,"threshold_uncertainty_score":0.1401328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08511576950005857,"score_gpt":0.2458595185002269,"score_spread":0.1607437490001683,"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."}}