{"id":"W7055463095","doi":"","title":"Canadian vs Indian University Education System: My Thoughts","year":2015,"lang":"en","type":"other","venue":"Arca (British Columbia Electronic Library Network)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"University education; Higher education; Curriculum; Public university","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":[0.00277316,0.000351049,0.0003547443,0.002004662,0.01396631,0.01323518,0.001861301,0.003970265,0.033171],"category_scores_gemma":[0.01020405,0.0001948163,0.0004218354,0.00347308,0.006209046,0.006093009,0.002392035,0.008292042,0.002548432],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05384759,"about_ca_system_score_gemma":0.06736291,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9500048,"about_ca_topic_score_gemma":0.9714276,"domain_scores_codex":[0.9974523,0.000234627,0.00004114573,0.0001848332,0.0008645745,0.001222505],"domain_scores_gemma":[0.9922094,0.0009015002,0.0002419698,0.0001023208,0.003663215,0.002881434],"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":[0.00004086718,0.00002425742,0.002517987,0.0001084707,0.000008250388,0.0001366149,0.003930095,0.00006438998,0.000066883,0.09124073,0.8819344,0.01992717],"study_design_scores_gemma":[0.00001574993,0.00001058823,0.006252599,0.0007334466,0.00002755896,0.0001426431,0.05573014,0.0001011113,0.0001783225,0.01140667,0.9253368,0.00006433472],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006532609,0.007221411,0.0001850404,0.8335577,0.003370637,0.00001713028,0.000571623,0.00005471841,0.1484891],"genre_scores_gemma":[0.3579395,0.02141846,0.001012349,0.406059,0.004874483,0.00005504335,0.0004687487,0.0002271559,0.2079453],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9461524,"threshold_uncertainty_score":0.3906935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002382590413773566,"score_gpt":0.142120139257326,"score_spread":0.1397375488435525,"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."}}