{"id":"W4324059088","doi":"10.1002/crso.20261","title":"Ag Application Drones Are Gaining Ground in Canada, But Obstacles Remain","year":2023,"lang":"en","type":"article","venue":"Crops & Soils","topic":"Plant Parasitism and Resistance","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drone; Aeronautics; Engineering; Computer science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001223281,0.00008410577,0.0001231205,0.000009366388,0.0001501268,0.00003588089,0.0001614623,0.00004371395,0.00001847677],"category_scores_gemma":[0.00002398237,0.00003600179,0.00002202709,0.0003545594,0.00002796246,0.00006162948,0.00002847696,0.00006988319,0.00005494013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008005104,"about_ca_system_score_gemma":0.00003576247,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5755891,"about_ca_topic_score_gemma":0.97465,"domain_scores_codex":[0.9991831,0.00003470693,0.0001447773,0.0002154673,0.000146624,0.000275388],"domain_scores_gemma":[0.999666,0.0001501361,0.00006360591,0.00004601375,0.00001614488,0.00005811114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003737032,0.00003986407,0.3837779,0.00004374646,0.00001173557,0.0003317631,0.0002021773,0.0001892585,0.4886159,0.0007866999,0.01011544,0.1158481],"study_design_scores_gemma":[0.00004884839,0.000006433199,0.9904963,0.00003657168,0.000001685799,0.000003730512,0.001056241,0.0001794865,0.0008781917,0.0004050186,0.006773552,0.000113897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977403,0.000260846,0.000002034702,0.0008568788,0.00006862458,0.0000931481,0.0001220632,0.0000512886,0.0008047933],"genre_scores_gemma":[0.998587,0.0001083949,0.000007579662,0.0001403405,0.0001027703,0.00002190066,0.0001235139,7.596745e-7,0.0009078049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6067184,"threshold_uncertainty_score":0.4272372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01782940730675856,"score_gpt":0.2097500876669361,"score_spread":0.1919206803601776,"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."}}