{"id":"W4410465179","doi":"10.52151/aet2022464.1602","title":"Transforming Agriculture through AI and Drone technique","year":2025,"lang":"en","type":"article","venue":"Agricultural Engineering Today","topic":"Smart Agriculture and AI","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Drone; Agriculture; Veterinary medicine; Engineering; Biology; Medicine; Ecology; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0007210761,0.000291601,0.0002583983,0.0007795755,0.0007145396,0.002412845,0.0005993267,0.000792105,0.005688566],"category_scores_gemma":[0.001020954,0.0001178212,0.0004109837,0.000584631,0.002714489,0.002341139,0.002146985,0.001395726,0.001761769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007547361,"about_ca_system_score_gemma":0.000729086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007565911,"about_ca_topic_score_gemma":0.001241249,"domain_scores_codex":[0.9995518,0.0001185105,0.00001946688,0.00007593173,0.0001753027,0.00005899807],"domain_scores_gemma":[0.9995561,0.0001907856,0.00004063618,0.00009025551,0.00007584694,0.00004629035],"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":[0.00006887916,0.0001711092,0.00169135,0.0007248825,0.00004882112,0.000437794,0.0031367,0.005079567,0.03047964,0.6059778,0.01140423,0.3407792],"study_design_scores_gemma":[0.00002533541,0.0002353511,0.001825606,0.0005477094,0.00003122863,0.0007072039,0.002496439,0.00922545,0.01274722,0.2757804,0.6963165,0.0000614653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07941744,0.02247663,0.3130417,0.018854,0.001566468,0.0001929029,0.0001889429,0.001309176,0.5629527],"genre_scores_gemma":[0.6937333,0.02686644,0.1804494,0.003355852,0.0004172904,0.0002363141,0.0002321156,0.0002649367,0.09444445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005688566,"threshold_uncertainty_score":0.01903021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004016112134090555,"score_gpt":0.184096177099575,"score_spread":0.1800800649654844,"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."}}