{"id":"W4396983806","doi":"10.69520/jipe.v2i1.69","title":"Foreword","year":2019,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Communications Research Centre Canada","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001024779,0.0008725622,0.0008016912,0.001282934,0.002269294,0.005444429,0.001488842,0.003558303,0.5242992],"category_scores_gemma":[0.006804347,0.0002888057,0.0006670738,0.001189824,0.000924607,0.004285664,0.002661399,0.004488953,0.5378166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626688,"about_ca_system_score_gemma":0.002789856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0027967,"about_ca_topic_score_gemma":0.00348776,"domain_scores_codex":[0.9987908,0.0001375242,0.00009016129,0.0001993793,0.0006392787,0.000142986],"domain_scores_gemma":[0.9970169,0.0004444846,0.0001199086,0.0002457558,0.001570504,0.0006023587],"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":[0.00001161365,0.000009016513,0.00003291018,0.00007088101,0.000001157123,0.00003398503,0.00004164004,0.000009450342,0.00007549052,0.003235099,0.9686542,0.0278246],"study_design_scores_gemma":[0.000001773522,0.000005716195,0.00005870887,0.00006295071,6.802688e-7,0.00005039454,0.00004858497,0.000004773806,0.0000300341,0.0006752522,0.9990595,0.000001588595],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0005704892,0.009732314,0.002042192,0.08052303,0.1910233,0.0002813826,0.002499438,0.001059012,0.7122688],"genre_scores_gemma":[0.002661946,0.004612391,0.0007296,0.02514384,0.01974169,0.0001330948,0.001654773,0.0005586131,0.944764],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5242992,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104140863107019,"score_gpt":0.2856055383436459,"score_spread":0.275191452032944,"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."}}