{"id":"W6906567487","doi":"10.17605/osf.io/znhv4","title":"Canadian Cropland Invertebrates","year":2025,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Insect-Plant Interactions and Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Invertebrate; Agriculture; Biodiversity; Agroecosystem; Predation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001741347,0.0002327922,0.0002454502,0.001897245,0.003181015,0.0009434746,0.0003131002,0.0001505615,0.003541571],"category_scores_gemma":[0.0005458419,0.0001603907,0.0001973075,0.003026674,0.000502483,0.0003299998,0.0004601565,0.0002320404,0.0003620174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01300167,"about_ca_system_score_gemma":0.006680379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9819868,"about_ca_topic_score_gemma":0.996686,"domain_scores_codex":[0.9996186,0.0000186617,0.000008791932,0.00009107794,0.0001193682,0.0001434116],"domain_scores_gemma":[0.9993252,0.00002507184,0.00008859035,0.00002264106,0.0003997696,0.0001387769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002760163,0.00004386668,0.9531941,0.0001227207,0.0001028378,0.0002972795,0.003015597,0.0004465194,0.0155448,0.0009191529,0.0023797,0.02365719],"study_design_scores_gemma":[0.000002621151,0.000009364476,0.9961464,0.00000561774,0.000008537958,0.00002912813,0.0009797784,0.00006569047,0.0002780034,0.00002736089,0.002443768,0.000003653846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879518,0.0004648209,0.0001288722,0.00005820732,0.000003983393,0.0000222136,0.002073404,0.000009266376,0.009287491],"genre_scores_gemma":[0.9941451,0.000501123,0.0004444058,0.00008861541,0.000002860679,0.00001649506,0.001358004,0.000006540982,0.003436807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01801324,"threshold_uncertainty_score":0.09433413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007904983735268427,"score_gpt":0.2102047503113417,"score_spread":0.2022997665760733,"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."}}