{"id":"W4410465158","doi":"10.52151/aet2022464.1612","title":"Transforming Agriculture through Innovation drive","year":2025,"lang":"en","type":"article","venue":"Agricultural Engineering Today","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association of Canadian Archivists","funders":"","keywords":"Agriculture; Veterinary medicine; Engineering; Biotechnology; Mathematics; Biology; Medicine; Ecology","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":[0.003648368,0.0004837789,0.0003194009,0.00154277,0.002286712,0.009558271,0.0009000358,0.002660677,0.01281773],"category_scores_gemma":[0.006073316,0.0001451354,0.0003957745,0.001169031,0.009650482,0.005492959,0.005727012,0.002930186,0.003191785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003117291,"about_ca_system_score_gemma":0.005077146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007912978,"about_ca_topic_score_gemma":0.001062654,"domain_scores_codex":[0.9972549,0.0009453527,0.00008646041,0.0003744753,0.0008769688,0.0004618789],"domain_scores_gemma":[0.9953859,0.002047271,0.0004401937,0.0005360266,0.000640329,0.0009502237],"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":[0.00001411788,0.00007352189,0.0007331928,0.0001786746,0.00001360977,0.0002050821,0.002526467,0.0003642523,0.0005479794,0.9263121,0.01524176,0.05378912],"study_design_scores_gemma":[0.0000163778,0.00006001867,0.0008418827,0.0002972333,0.000009331085,0.0001909763,0.001772253,0.000594838,0.0006327324,0.5514104,0.4441594,0.00001455554],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0301457,0.009398776,0.02975246,0.1029879,0.001508418,0.0001769437,0.000143793,0.0004030715,0.825483],"genre_scores_gemma":[0.8671146,0.01600306,0.01737243,0.01144805,0.001406008,0.0002545775,0.0001275967,0.0001357744,0.08613788],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01281773,"threshold_uncertainty_score":0.04287952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006459818188407803,"score_gpt":0.1919067073324406,"score_spread":0.1854468891440328,"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."}}