{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002095869,0.0001389502,0.0001357784,0.001931917,0.002808576,0.005311767,0.0003814181,0.0009882617,0.002343242],"category_scores_gemma":[0.00296052,0.00008374036,0.0001018412,0.003489602,0.005133571,0.002503949,0.002043664,0.001070516,0.0002098031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006758337,"about_ca_system_score_gemma":0.01525676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01220703,"about_ca_topic_score_gemma":0.01370539,"domain_scores_codex":[0.9983286,0.0005634284,0.0001090815,0.0001738055,0.0004911645,0.0003338566],"domain_scores_gemma":[0.9965001,0.001656233,0.0004806001,0.0001086094,0.0006646447,0.0005897348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004899201,0.0003384904,0.03754959,0.00184286,0.00001818416,0.002566639,0.1295611,0.001150659,0.001505462,0.2612219,0.01229453,0.5519016],"study_design_scores_gemma":[0.00001424019,0.0003035949,0.07159469,0.002823743,0.00001660588,0.001461556,0.2199214,0.0007714618,0.001398869,0.03486668,0.6667554,0.00007178909],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5431006,0.1068417,0.005334358,0.09000585,0.001097582,0.0001373038,0.0001280782,0.00005784247,0.2532966],"genre_scores_gemma":[0.9592521,0.03146185,0.001212398,0.001328234,0.0001196222,0.00001694762,0.00002142175,0.000004455173,0.006582893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01220703,"threshold_uncertainty_score":0.04903537,"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."}}