{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0099103,0.0006417371,0.0007560484,0.002123748,0.01008694,0.01119604,0.002259011,0.004693732,0.02375602],"category_scores_gemma":[0.01254862,0.0004738629,0.0009091361,0.004849501,0.004208104,0.00391924,0.008643945,0.006045109,0.003866369],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07705336,"about_ca_system_score_gemma":0.4038881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9355624,"about_ca_topic_score_gemma":0.9583039,"domain_scores_codex":[0.9831738,0.002472707,0.0005529402,0.0007313259,0.005323545,0.007745674],"domain_scores_gemma":[0.9390309,0.00305861,0.001039528,0.001068798,0.01995133,0.03585089],"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":[0.0001575011,0.0001589266,0.008750915,0.0008954601,0.0001042255,0.0006112742,0.00203804,0.000610316,0.0007221863,0.1641087,0.6843333,0.1375092],"study_design_scores_gemma":[0.00005010889,0.00005816548,0.01519248,0.0008304397,0.00003714449,0.0002438037,0.005266812,0.0002392213,0.0003407882,0.008433274,0.9692312,0.00007641889],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01267553,0.03366291,0.001970232,0.8083398,0.008626512,0.0001154859,0.001413719,0.0004954847,0.1327003],"genre_scores_gemma":[0.4885893,0.04776095,0.02391842,0.1914783,0.002412494,0.000222561,0.003200772,0.0006232025,0.241794],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9229466,"threshold_uncertainty_score":0.5590639,"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."}}