{"id":"W2796406293","doi":"10.69520/jipe.v1i1.36","title":"Canada’s Polytechnics Offer Solutions to Pressing National Economic Challenges","year":2018,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pressing; Business; Engineering; Mechanical engineering","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":[0.003092567,0.0005531884,0.0004337485,0.001503959,0.01330117,0.01152192,0.001294986,0.0080043,0.03315384],"category_scores_gemma":[0.007768747,0.0004667401,0.0007853538,0.002588709,0.003582236,0.00321896,0.003777143,0.006056313,0.00262716],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06217676,"about_ca_system_score_gemma":0.3120757,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9516611,"about_ca_topic_score_gemma":0.9829705,"domain_scores_codex":[0.9936514,0.0004299698,0.00008300952,0.0002886902,0.002660643,0.002886188],"domain_scores_gemma":[0.9908694,0.0007975564,0.0003132819,0.00026229,0.003475473,0.00428207],"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":[0.00005411857,0.00007249106,0.00473544,0.0001800465,0.00002754748,0.0002233369,0.0008205571,0.0008007758,0.0006911972,0.3225551,0.6248525,0.04498684],"study_design_scores_gemma":[0.00002657641,0.00001597887,0.006987797,0.000123889,0.00001007461,0.00002651591,0.00101798,0.0003768464,0.0002449993,0.01082235,0.9803177,0.00002924772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01790784,0.007537114,0.003024139,0.6301508,0.002626686,0.0001341175,0.001580917,0.0003960918,0.3366422],"genre_scores_gemma":[0.3693322,0.0121956,0.01012809,0.1572175,0.001522623,0.0001743526,0.001474678,0.0002627688,0.4476922],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9378232,"threshold_uncertainty_score":0.4511261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0475935533499008,"score_gpt":0.3423038417424221,"score_spread":0.2947102883925213,"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."}}