{"id":"W4410816656","doi":"10.1093/jipm/pmaf001","title":"What’s bugging you? A survey of producer perspectives on entomology extension in agriculture in Alberta, Canada","year":2025,"lang":"en","type":"article","venue":"Journal of Integrated Pest Management","topic":"Agricultural Innovations and Practices","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Entomology; Agriculture; Extension (predicate logic); Geography; Management; Engineering; Forestry; Biology; Ecology; Archaeology; Economics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003099488,0.0001536132,0.0001890466,0.001185503,0.004900804,0.002627596,0.0006373865,0.0004313395,0.00276183],"category_scores_gemma":[0.005057615,0.0002109201,0.0001008924,0.002581433,0.001560031,0.0007615293,0.001034416,0.0007283447,0.0001242888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01565176,"about_ca_system_score_gemma":0.02380488,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9218802,"about_ca_topic_score_gemma":0.9618154,"domain_scores_codex":[0.9977374,0.0004597378,0.00008965178,0.0001321749,0.001077566,0.0005033488],"domain_scores_gemma":[0.9913031,0.002470011,0.001318595,0.0001222518,0.003063855,0.001722243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000227378,0.0001067421,0.6597336,0.0004179218,0.00003301643,0.002156648,0.2499056,0.0002674809,0.004096695,0.001419161,0.009857666,0.07177818],"study_design_scores_gemma":[0.000007214832,0.00008507562,0.4239473,0.0002657924,0.00001439457,0.0002956825,0.5325177,0.0002338479,0.0002496858,0.0001223789,0.04221993,0.00004097199],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830459,0.001101778,0.0001970847,0.003485464,0.00002584605,0.00003940613,0.0003584487,0.000009731614,0.01173618],"genre_scores_gemma":[0.9934623,0.001832655,0.0003606486,0.0006037419,0.000008857172,0.00001303032,0.0001933405,0.000005267778,0.003520044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07811975,"threshold_uncertainty_score":0.1571596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01804617358707622,"score_gpt":0.2548515934832641,"score_spread":0.2368054198961879,"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."}}