{"id":"W2995998784","doi":"10.14351/0831-4985-32.1.59","title":"Seeing is Believing, A Fourteen-Year Study on Efficacy and Economics of Visual Inspections to Protect A Large Mammal Collection from Insect Pests","year":2018,"lang":"en","type":"article","venue":"Collection Forum","topic":"Insect Pest Control Strategies","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"PEST analysis; Integrated pest management; Dermestidae; Toxicology; Geography; Ecology; Biology; Larva; Horticulture","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001867711,0.0001767495,0.0001601981,0.0003806177,0.0005673738,0.000648529,0.0004461752,0.000487928,0.001745375],"category_scores_gemma":[0.003157452,0.0001922378,0.0003663645,0.0001572147,0.0005404858,0.0005671751,0.0003537305,0.000691709,0.0004057716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005591982,"about_ca_system_score_gemma":0.0004062056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006258644,"about_ca_topic_score_gemma":0.01278167,"domain_scores_codex":[0.9995987,0.0001151143,0.000015816,0.0000764313,0.000112857,0.00008115386],"domain_scores_gemma":[0.9967048,0.0008250928,0.0009000187,0.0002371352,0.0004885816,0.00084447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002411142,0.01492862,0.9268973,0.00003646825,0.0001206331,0.0006563577,0.004934552,0.0002727013,0.00867293,0.0002444043,0.001193787,0.03963101],"study_design_scores_gemma":[0.00006949974,0.01074144,0.9809115,0.000008474249,0.00004377487,0.0002191914,0.004191665,0.0006048175,0.001201974,0.00008214436,0.001905735,0.00001978884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997346,0.00001177231,0.00001813094,0.0000332232,0.000002010949,0.000006908351,0.00001460398,9.832141e-7,0.0001776895],"genre_scores_gemma":[0.9986765,0.00002608967,0.00007071599,0.00004701859,0.000005803698,0.000008498379,0.00004463623,0.000001260106,0.001119479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006258644,"threshold_uncertainty_score":0.01244444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01968671397514362,"score_gpt":0.2486590885943154,"score_spread":0.2289723746191717,"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."}}