{"id":"W2149410636","doi":"10.1890/13-0979.1","title":"Linking removal targets to the ecological effects of invaders: a predictive model and field test","year":2013,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Marine Ecology and Invasive Species","field":"Environmental Science","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"National Oceanic and Atmospheric Administration","keywords":"Reef; Predation; Biomass (ecology); Ecology; Biology; Invasive species; Range (aeronautics); Introduced species; Fishery; Coral reef fish; Coral reef; Ecosystem","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001301196,0.0001008057,0.0001415217,0.00001627346,0.0002505819,0.00001624888,0.0002822558,0.0001325968,0.002181364],"category_scores_gemma":[0.0005990753,0.00006196488,0.0000366674,0.0001596058,0.0002872606,0.00008025519,0.0005009669,0.0001850909,0.0004420796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004055045,"about_ca_system_score_gemma":0.000007467356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002482737,"about_ca_topic_score_gemma":0.0001491776,"domain_scores_codex":[0.9991914,0.00004153988,0.0001776782,0.0002844057,0.00009455977,0.0002104204],"domain_scores_gemma":[0.9981815,0.001448722,0.00006280858,0.0001957404,0.00001693353,0.00009432375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004758792,0.003614661,0.7362772,0.00009517553,0.00008272139,0.00001596353,0.001671232,0.01344923,0.03900631,0.03096741,0.1365947,0.03817776],"study_design_scores_gemma":[0.0001449704,0.0005889639,0.9524735,0.000003663934,0.00001598188,0.000007038669,0.00006594848,0.007726462,0.001170437,0.02824878,0.009434883,0.0001193737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311994,0.0000364443,0.01061976,0.01316604,0.00004401241,0.002656525,0.000006635637,0.00006553179,0.04220567],"genre_scores_gemma":[0.9896494,0.00002547108,0.004713562,0.003237373,0.00004081542,0.001635075,0.000003232358,0.000003786497,0.0006912419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161963,"threshold_uncertainty_score":0.9987308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009227914854565977,"score_gpt":0.2118404466000725,"score_spread":0.2026125317455065,"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."}}