{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001888802,0.0001185628,0.0001707371,0.003811146,0.00003021247,0.00007404089,0.0002611435,0.00009276783,0.0003075151],"category_scores_gemma":[0.0007937918,0.0001071096,0.00005434001,0.008306163,0.00004709808,0.0007773491,0.00001948173,0.0005422948,0.0002717448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00060185,"about_ca_system_score_gemma":0.002374156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001008409,"about_ca_topic_score_gemma":0.00000424903,"domain_scores_codex":[0.9977109,0.00003812204,0.001560544,0.0001272098,0.0003929039,0.000170334],"domain_scores_gemma":[0.9980974,0.0000968547,0.0005586617,0.0001954173,0.001015992,0.00003569833],"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":[0.00003536347,0.0003774157,0.004492852,0.00008445303,0.00004252261,0.00001335572,0.0006564475,0.00006631017,0.03114717,0.4856686,0.3998898,0.07752573],"study_design_scores_gemma":[0.0009216182,0.0003508781,0.08323547,0.003180003,0.00007740475,0.002108135,0.003011971,0.0009860497,0.01666331,0.1687322,0.7200549,0.0006780293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9482843,0.007210469,0.01482329,0.01103026,0.007450712,0.0004001326,0.0000220106,0.0002459058,0.01053295],"genre_scores_gemma":[0.9892374,0.00002929902,0.007930364,0.0003977675,0.0007183945,0.0000200533,0.000009140627,0.00004789213,0.001609727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3201651,"threshold_uncertainty_score":0.4367803,"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."}}