{"id":"W3015386823","doi":"10.69520/jipe.v2i1.70","title":"Canada’s Polytechnics Represent Disruption in Action","year":2019,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Action (physics); Computer science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.002967395,0.00009616874,0.0001804164,0.001024808,0.00008791318,0.00006217351,0.0003093999,0.0001331995,0.0004139117],"category_scores_gemma":[0.002296189,0.0001050485,0.00002589795,0.003630659,0.0000465571,0.001008994,0.0000177007,0.0006078453,0.00001663802],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002187036,"about_ca_system_score_gemma":0.01605789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2968246,"about_ca_topic_score_gemma":0.2717745,"domain_scores_codex":[0.9975048,0.0002664809,0.001172849,0.0001598874,0.0006753198,0.0002206238],"domain_scores_gemma":[0.997183,0.000248001,0.001441986,0.0002280259,0.0008460986,0.00005285361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008902797,0.0009043021,0.7276402,0.00005315215,0.00001968904,0.000004195141,0.01041924,0.001187087,0.00380352,0.1750716,0.04363453,0.03717351],"study_design_scores_gemma":[0.0003064218,0.00004042548,0.3242894,0.0001740281,0.000005918574,0.00001699654,0.01728555,0.00001678013,0.0002844549,0.001375922,0.6560423,0.0001618974],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9568132,0.0002249574,0.0001867772,0.02945837,0.003267719,0.0003338162,8.227125e-7,0.00002041691,0.009693975],"genre_scores_gemma":[0.9918726,0.0001560028,0.001255976,0.0006225632,0.000358272,0.00001707278,0.000005446275,0.00001225795,0.005699826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6124077,"threshold_uncertainty_score":0.9895201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088567704656389,"score_gpt":0.3915364646410218,"score_spread":0.3606507875944579,"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."}}