{"id":"W4405093812","doi":"10.69520/jipe.v6i1.237","title":"Foreword","year":2024,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University; Humber Polytechnic","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001233676,0.0008167626,0.0008213263,0.001462378,0.002122485,0.004680436,0.001297591,0.005261444,0.3861215],"category_scores_gemma":[0.01021871,0.0003300463,0.0007093198,0.0008191898,0.0008165871,0.003274369,0.001988795,0.006196307,0.4588595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001596098,"about_ca_system_score_gemma":0.002906315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002901347,"about_ca_topic_score_gemma":0.004573497,"domain_scores_codex":[0.9986676,0.0001077576,0.00008554414,0.0001831186,0.0008082871,0.000147749],"domain_scores_gemma":[0.9942878,0.0007699782,0.0002429635,0.0003050356,0.003408977,0.0009852699],"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":[0.000008017652,0.000005442349,0.00001607428,0.00003628695,8.186855e-7,0.0000195113,0.000007605156,0.000005631261,0.00004815278,0.001113147,0.9868484,0.01189088],"study_design_scores_gemma":[0.000003198063,0.000006235313,0.00007466869,0.00008208826,0.000001173596,0.00005608187,0.00001776955,0.000007972243,0.00005233915,0.0006523721,0.9990433,0.000002798102],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0003120326,0.009472987,0.001036113,0.156593,0.4717984,0.0002011759,0.001422405,0.0006976007,0.3584662],"genre_scores_gemma":[0.001741297,0.004166644,0.0004452665,0.07321512,0.06602375,0.0001147107,0.0009344693,0.0003607584,0.852998],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3861215,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01960961820516069,"score_gpt":0.3421641631570005,"score_spread":0.3225545449518399,"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."}}