{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001768042,0.0001160115,0.0002082205,0.0000778802,0.0001206461,0.00001573233,0.0003942507,0.00012535,0.0008598795],"category_scores_gemma":[0.000074837,0.00005116593,0.0001169966,0.001028378,0.00007091223,0.0002046342,0.0002127027,0.00008670105,0.00007725369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004829041,"about_ca_system_score_gemma":0.000008545112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002946758,"about_ca_topic_score_gemma":0.001759605,"domain_scores_codex":[0.9991081,0.0001172183,0.00009834339,0.0002574116,0.0001556744,0.0002632466],"domain_scores_gemma":[0.9995264,0.00009192518,0.00006113063,0.00007449271,0.00008241257,0.0001635717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004925323,0.0002061263,0.0113444,0.00001205449,0.0000527834,0.0000627895,0.002193656,0.00000430442,0.7448983,0.005301438,0.02475538,0.2106762],"study_design_scores_gemma":[0.0005260125,0.002058074,0.6965151,0.00003326071,0.00002796719,0.00000364241,0.004536843,0.00004196038,0.01242588,0.0004128208,0.283039,0.0003794441],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797573,0.0000123255,0.000005558127,0.01034294,0.00004689508,0.0001279144,0.0002136269,0.0001387264,0.009354685],"genre_scores_gemma":[0.9960926,0.00002913582,0.00006168749,0.001349741,0.00011854,9.322194e-7,0.00006952962,7.607774e-7,0.002277136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7324725,"threshold_uncertainty_score":0.9415077,"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."}}