{"id":"W4417278056","doi":"10.69520/jipe.v7i1.300","title":"Foreword","year":2025,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"","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":[0.001656423,0.000110974,0.000205796,0.004281627,0.00004644436,0.00002780155,0.0003413591,0.0000993089,0.0001257984],"category_scores_gemma":[0.001671031,0.0001074367,0.00004417264,0.009548078,0.0000534811,0.000440996,0.00002840669,0.000427839,0.00005198107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006046311,"about_ca_system_score_gemma":0.002759201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001403983,"about_ca_topic_score_gemma":0.000007896629,"domain_scores_codex":[0.9976788,0.00004716493,0.001720702,0.0001075367,0.0002825935,0.0001632105],"domain_scores_gemma":[0.9966491,0.0000863716,0.001142771,0.0002527799,0.001845183,0.00002373688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007624555,0.0007002655,0.04268356,0.00003610542,0.00003614294,0.000001553479,0.0001996266,0.00007274758,0.02079402,0.5497844,0.3437999,0.04181542],"study_design_scores_gemma":[0.002204955,0.0001736444,0.498063,0.001590555,0.0000606244,0.0002005789,0.003083463,0.0001496539,0.0243271,0.1967794,0.2729329,0.0004340525],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371356,0.001401415,0.01889147,0.01153045,0.003698418,0.0004142032,0.000008677774,0.00008095943,0.02683876],"genre_scores_gemma":[0.9849007,0.00001513608,0.01038161,0.001353548,0.0001967455,0.00002270591,0.000006254968,0.00001972985,0.003103544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4553795,"threshold_uncertainty_score":0.4894705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364135907887794,"score_gpt":0.3401357080185819,"score_spread":0.326494348939704,"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."}}