{"id":"W4417534207","doi":"10.22314/2618-8287-2025-63-4-51-57","title":"DEVELOPMENT AND REGULATION OF AGRICULTURAL BIOTECHNOLOGIES: A COMPARATIVE ANALYSIS OF INTERNATIONAL EXPERIENCE","year":2025,"lang":"","type":"article","venue":"Tekhnicheskiy servis mashin","topic":"Agricultural Development and Policies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Government (linguistics); Agriculture; Process (computing); Agricultural biotechnology; Subsidy; Bioprocess; Private sector; European union","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":[0.003514929,0.0001610232,0.0002061495,0.003667508,0.0005851946,0.002459312,0.0003895772,0.0003709155,0.002849949],"category_scores_gemma":[0.0061748,0.0001017267,0.0002870253,0.008539142,0.001076786,0.001929903,0.001165378,0.0004325919,0.000311493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001636196,"about_ca_system_score_gemma":0.001688679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00189574,"about_ca_topic_score_gemma":0.002285312,"domain_scores_codex":[0.9970619,0.0009118894,0.0002837811,0.0004634776,0.0008225438,0.0004563982],"domain_scores_gemma":[0.9924292,0.003588931,0.001600102,0.0005473588,0.001261706,0.000572625],"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":[0.0005501907,0.000344715,0.4194504,0.001210067,0.0001677904,0.001038034,0.05312343,0.001652034,0.00346707,0.05431088,0.006805014,0.4578803],"study_design_scores_gemma":[0.00001216631,0.0004877619,0.7242229,0.0008194037,0.00009193504,0.001599843,0.0661011,0.0007148804,0.002806758,0.002344114,0.2007363,0.00006288899],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8906123,0.02199471,0.002188617,0.001511897,0.00008048113,0.00003513252,0.0004709047,0.00004262186,0.08306334],"genre_scores_gemma":[0.9882664,0.008201802,0.0006269399,0.0001162707,0.00002490734,0.00001463724,0.0003235598,0.00001885704,0.002406664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003667508,"threshold_uncertainty_score":0.01858896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03565661856139074,"score_gpt":0.2764586848543177,"score_spread":0.240802066292927,"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."}}