{"id":"W7077055830","doi":"10.1093/sumbio/qvaf014","title":"Microbial alternatives for sustainable insecticide use, a Canadian perspective","year":2025,"lang":"en","type":"article","venue":"Sustainable Microbiology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","funders":"Fonds de recherche du Québec – Nature et technologies; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","keywords":"Perspective (graphical); Integrated pest management; Agriculture; Sustainable agriculture; Set (abstract data type); Pest control","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":[0.001860354,0.0006331939,0.0004176965,0.002635633,0.007103162,0.007844038,0.001467401,0.00217902,0.009931607],"category_scores_gemma":[0.003279189,0.0002285293,0.0004121397,0.003555841,0.005072033,0.002507536,0.002342637,0.003186963,0.0003973417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1209089,"about_ca_system_score_gemma":0.2193221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9911952,"about_ca_topic_score_gemma":0.995681,"domain_scores_codex":[0.9977596,0.0002764946,0.0000607531,0.0001901311,0.0009500143,0.0007629697],"domain_scores_gemma":[0.9965835,0.0005326627,0.0001444293,0.00005978516,0.002034843,0.0006447365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001322776,0.000108544,0.006728598,0.001211815,0.00005477233,0.001278314,0.006720704,0.003648563,0.002889039,0.707301,0.150432,0.1194944],"study_design_scores_gemma":[0.00002024322,0.0000464645,0.005620929,0.000909125,0.00005556005,0.000205648,0.0114321,0.001472964,0.0007915627,0.02874632,0.9506244,0.00007477149],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.04065121,0.09913874,0.003049876,0.4399544,0.001400073,0.00008646289,0.00140882,0.0001030106,0.4142075],"genre_scores_gemma":[0.7341359,0.1640919,0.007268624,0.0401683,0.0004578042,0.00005131251,0.0005339386,0.0000761492,0.05321605],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1209089,"threshold_uncertainty_score":0.8772595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007743700250983444,"score_gpt":0.2363833296452373,"score_spread":0.2286396293942539,"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."}}