{"id":"W4241781883","doi":"10.1079/cabicomm-62-8146","title":"Assessment of the Use and Benefits of the Invasive Species Compendium","year":2021,"lang":"en","type":"report","venue":"","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Foreign, Commonwealth and Development Office; Ministry of Agriculture of the People's Republic of China","keywords":"Compendium; Environmental science; Geography; Computer science; Archaeology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002952621,0.0002435988,0.0006219257,0.000007402115,0.0001519005,0.00006698273,0.0006801682,0.0002832431,0.0009902709],"category_scores_gemma":[0.001160244,0.00004917525,0.0004110298,0.0002651689,0.0005827971,0.00005414565,0.0009735948,0.0003284897,5.140141e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005315465,"about_ca_system_score_gemma":0.0001630619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000918082,"about_ca_topic_score_gemma":0.008556056,"domain_scores_codex":[0.9979712,0.000220226,0.0005023555,0.0003401878,0.0007673348,0.0001987049],"domain_scores_gemma":[0.9968472,0.001345754,0.0007091531,0.0002013208,0.0008527481,0.0000438941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001236004,0.0002387119,0.7185734,0.000185391,0.0003443215,0.000003788948,0.00002905355,0.00002281188,0.2404377,0.01555305,0.01794598,0.006653462],"study_design_scores_gemma":[0.00005824833,0.00009492175,0.9443846,0.0002005047,0.00005298111,0.00001082482,0.0001700702,6.095242e-7,0.00860294,0.0000766421,0.04621733,0.0001302697],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.953764,0.001613108,3.154452e-7,0.003854609,0.0006305569,0.0005462557,0.0006346842,0.00001321554,0.03894321],"genre_scores_gemma":[0.9877339,0.002924827,0.00006963129,0.0003593111,0.0002398636,0.000008929504,0.00004370736,0.000001142906,0.008618671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2318347,"threshold_uncertainty_score":0.9999229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1491308763223105,"score_gpt":0.2612024221837698,"score_spread":0.1120715458614593,"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."}}