{"id":"W7099401054","doi":"","title":"EDUCATION PRACTICE AND INNOVATION Probing Agricultural Engineering Education in Pakistan a Changing World","year":2016,"lang":"en","type":"article","venue":"","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Engineering education; Agriculture; Restructuring; Agricultural education; Bureaucracy; Plan (archaeology)","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":[0.0002404679,0.00009249077,0.0000696903,0.0002806085,0.0001084908,0.00006525186,0.00006050171,0.00002633821,0.00007100711],"category_scores_gemma":[0.0002108912,0.00003287285,0.000009891331,0.003433915,0.00001707746,0.0006843596,0.00004292899,0.0000484638,0.0000138741],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001307457,"about_ca_system_score_gemma":0.00007058237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001000855,"about_ca_topic_score_gemma":0.0001900436,"domain_scores_codex":[0.9993066,0.00001882036,0.0002134644,0.000191937,0.0001101206,0.0001590626],"domain_scores_gemma":[0.9993073,0.00020781,0.00009395428,0.00002744818,0.0003417221,0.00002174322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000008030708,0.0002624152,0.01189061,0.00001375051,0.00000947241,1.202382e-7,0.0004107805,0.000001489537,0.1592838,0.4580251,0.002268143,0.3678263],"study_design_scores_gemma":[0.0001930245,0.00005437932,0.8019655,0.0004154659,0.00001404395,0.00001899246,0.02556917,0.00001444542,0.002769597,0.001408902,0.167123,0.0004535316],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690653,0.00009463393,0.00001817683,0.01425821,0.0003085896,0.0002493211,0.000002519582,0.00005224058,0.01595102],"genre_scores_gemma":[0.9877021,0.00002059896,0.001677728,0.0004566031,0.0002694878,0.00009578128,0.00003183617,8.060646e-7,0.009745071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7900749,"threshold_uncertainty_score":0.1649882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948954828084072,"score_gpt":0.2836186592183201,"score_spread":0.2641291109374794,"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."}}