{"id":"W2041071491","doi":"10.15764/epi.2015.01003","title":"Probing Agricultural Engineering Education in Pakistan a Changing World","year":2015,"lang":"en","type":"article","venue":"Education Practice and Innovation","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Agriculture; Agricultural economics; Agricultural engineering; Engineering; Geography; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004511196,0.0001231658,0.00008950281,0.001419321,0.00003114013,0.00008507416,0.00005140852,0.0000686261,0.000008178868],"category_scores_gemma":[0.0002141941,0.0001242429,0.000008326504,0.003682793,0.000009348265,0.001049854,0.00001217287,0.0002255934,0.00001460263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002534639,"about_ca_system_score_gemma":0.0003378915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003085793,"about_ca_topic_score_gemma":0.000006072855,"domain_scores_codex":[0.999212,0.00001462077,0.0002936075,0.0001436024,0.0001522177,0.0001839109],"domain_scores_gemma":[0.9994944,0.0000421345,0.00005746755,0.00009592971,0.000237218,0.00007283052],"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":[0.00003883888,0.001022081,0.002472551,0.001647568,0.00006891778,0.000001356991,0.0206074,0.006913026,0.02292941,0.2454712,0.06248476,0.6363429],"study_design_scores_gemma":[0.000962558,0.00009007986,0.035897,0.001077552,0.00006058286,0.0001361719,0.03987993,0.02554489,0.003701852,0.001554984,0.8898286,0.001265818],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9564826,0.00173072,0.004051758,0.003885966,0.004839962,0.0004407646,0.000001313987,0.0004175383,0.02814936],"genre_scores_gemma":[0.9912388,0.00005120091,0.0062321,0.0003272495,0.0005624669,0.000125454,0.0001184924,0.00002211417,0.001322085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8273438,"threshold_uncertainty_score":0.506648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457847827766995,"score_gpt":0.2885775821401953,"score_spread":0.2739991038625254,"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."}}