{"id":"W4395111183","doi":"10.1007/s10526-024-10259-0","title":"A growing number of benefit evaluations and new innovations should foster broader adoption of classical biological control","year":2024,"lang":"en","type":"article","venue":"BioControl","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Commonwealth Scientific and Industrial Research Organisation","keywords":"Animal ecology; Control (management); Entomology; Biology; Economics; Ecology; Management","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":[],"consensus_categories":[],"category_scores_codex":[0.0003416956,0.000179688,0.0003917581,0.00003175245,0.00007702926,0.00005464285,0.0001637838,0.0002627459,0.0006308989],"category_scores_gemma":[0.0003525684,0.00006684443,0.0001863891,0.0004120138,0.0002352795,0.0001881182,0.00005717728,0.0001752725,0.00002612636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002181753,"about_ca_system_score_gemma":0.00002349943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006014323,"about_ca_topic_score_gemma":0.00005094213,"domain_scores_codex":[0.9985837,0.00009381976,0.0005132401,0.000339273,0.0002281703,0.0002418337],"domain_scores_gemma":[0.9986101,0.0008921891,0.0001249326,0.00006657332,0.0002089617,0.00009727238],"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":[0.0001180098,0.00007475672,0.01181352,0.00001405208,0.00009554259,0.000001625228,0.00002961158,0.00000405127,0.8052873,0.05431496,0.0008595404,0.127387],"study_design_scores_gemma":[0.002615107,0.00145859,0.9194608,0.0002250183,0.0002514849,0.00002641401,0.0003923282,0.001599157,0.008706585,0.03390174,0.03074875,0.0006140418],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736506,0.001827657,0.0005468525,0.02225725,0.0001476521,0.0005721117,0.0001906237,0.00008823308,0.0007189667],"genre_scores_gemma":[0.9980645,0.00005071503,0.000299237,0.000966472,0.0003538637,0.00004044239,0.00004553485,0.000001588212,0.0001777137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9076473,"threshold_uncertainty_score":0.69079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09462572049373995,"score_gpt":0.3067474674399203,"score_spread":0.2121217469461803,"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."}}