{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006887889,0.00006736003,0.000119357,0.0006165396,0.00001946401,0.00007140843,0.0005594884,0.00005396125,0.00006328308],"category_scores_gemma":[0.0002159343,0.00006236716,0.00004059601,0.002783449,0.00001573412,0.001122481,0.00003701022,0.0002003607,0.00004633675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001577343,"about_ca_system_score_gemma":0.001409818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003479143,"about_ca_topic_score_gemma":4.47631e-7,"domain_scores_codex":[0.9987481,0.00001726814,0.0007717885,0.0001017169,0.0002500095,0.000111174],"domain_scores_gemma":[0.9983128,0.00004588364,0.0005784876,0.0002716751,0.0007597249,0.00003147665],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002703348,0.000312122,0.01183268,0.00001290483,0.000006730261,3.098479e-7,0.0008799069,0.0000294988,0.0007084687,0.8972239,0.03357561,0.05541519],"study_design_scores_gemma":[0.002020215,0.0005391072,0.3725229,0.0005780486,0.000009297512,0.0004225944,0.00645186,0.00226778,0.005368029,0.2226018,0.3863823,0.0008360608],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8257976,0.0003313146,0.1234649,0.01523975,0.005837389,0.0002923559,9.867309e-7,0.00006048679,0.02897531],"genre_scores_gemma":[0.9624091,0.00001181687,0.03206915,0.002217202,0.0001035416,0.00000558465,0.000001536852,0.000005188058,0.003176874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6746221,"threshold_uncertainty_score":0.2543259,"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."}}