{"id":"W4416947636","doi":"10.2478/contagri-2025-0025","title":"Integrated Crop Pest Management Practices: A Classification Based on a Rapid Review of International and Canadian Literature","year":2025,"lang":"en","type":"article","venue":"Contemporary Agriculture","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Géomatique du Québec; Agriculture and Agri-Food Canada","funders":"Fonds de recherche du Québec – Nature et technologies; Université Laval","keywords":"Integrated pest management; Agriculture; Agrochemical; Government (linguistics); Crop protection; Pest control; Sustainability; Pesticide; Sustainable agriculture","routes":{"ca_aff":true,"ca_fund":true,"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":[0.009955477,0.001513198,0.001921008,0.1408178,0.00337869,0.004537045,0.002873869,0.001011517,0.003313086],"category_scores_gemma":[0.02685289,0.0006310163,0.002660649,0.1453053,0.001864549,0.002885705,0.002552215,0.0009449192,0.000418981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0514364,"about_ca_system_score_gemma":0.1254194,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7403659,"about_ca_topic_score_gemma":0.8773533,"domain_scores_codex":[0.9898812,0.000772526,0.002590045,0.000791105,0.005004947,0.0009600502],"domain_scores_gemma":[0.9441108,0.009843151,0.008423405,0.0006954391,0.03524688,0.001680402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004087543,0.00009561337,0.08833796,0.276717,0.001438758,0.001566226,0.01308423,0.0007073602,0.002535679,0.007295098,0.0473462,0.5604672],"study_design_scores_gemma":[0.00009127827,0.0002055736,0.2810346,0.3106245,0.006484498,0.001733321,0.01841383,0.000864242,0.00112012,0.0007956142,0.3784219,0.0002104228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03564179,0.9035836,0.001750625,0.004510631,0.0007367968,0.003554973,0.02242212,0.0001439993,0.02765556],"genre_scores_gemma":[0.1612725,0.8074314,0.01340842,0.001448372,0.0002383599,0.00172451,0.01195487,0.00004996057,0.002471655],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2596341,"threshold_uncertainty_score":0.5223262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04902705014469944,"score_gpt":0.2869701543328303,"score_spread":0.2379431041881309,"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."}}