{"id":"W3041759540","doi":"10.37867/te100108","title":"INDIA – CANADA COLLABORATION IN HIGHER EDUCATION – THE ROAD AHEAD","year":2018,"lang":"en","type":"article","venue":"Towards Excellence","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accreditation; Agency (philosophy); Quality assurance; Higher education; Political science; Business; Public administration; Sociology; Marketing; Service (business); Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008002106,0.0000774952,0.00007378438,0.00004030553,0.0005216483,0.0001292969,0.0003621515,0.00006323704,0.002971067],"category_scores_gemma":[0.0004107716,0.00006608327,0.00001067441,0.0008713217,0.00025271,0.0003708593,0.00002316628,0.0001592442,0.0001710387],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004548338,"about_ca_system_score_gemma":0.008830634,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.855771,"about_ca_topic_score_gemma":0.8236676,"domain_scores_codex":[0.9984775,0.0004573337,0.0001653493,0.0002000508,0.0004641586,0.000235561],"domain_scores_gemma":[0.9991473,0.000143271,0.0001421725,0.0002191084,0.000268556,0.00007959439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005672893,0.0003966702,0.1184195,0.00003177001,0.00002489539,0.000005098943,0.3080601,0.00003273423,0.0003786464,0.05918071,0.4035724,0.1098408],"study_design_scores_gemma":[0.0000425892,0.00001257295,0.1440409,0.00001451362,0.000003720924,2.281424e-7,0.009734394,0.00000461572,0.00005504717,0.0002220278,0.8457861,0.00008334601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.477191,0.0004292677,0.000005982651,0.1777309,0.006173513,0.0003971352,0.00000266702,0.00005534197,0.3380142],"genre_scores_gemma":[0.9445109,0.00005316037,0.0001199075,0.001440362,0.001022662,0.00004752193,0.000002957453,0.000007139105,0.05279534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.46732,"threshold_uncertainty_score":0.9979404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03281150064760444,"score_gpt":0.3704294650977565,"score_spread":0.337617964450152,"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."}}