{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00122415,0.000811502,0.00081511,0.001460837,0.002114601,0.004683794,0.001289156,0.005249874,0.3836871],"category_scores_gemma":[0.01012924,0.0003270719,0.0007063356,0.0008204698,0.0008178019,0.003265539,0.00197348,0.006182586,0.4550935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001593773,"about_ca_system_score_gemma":0.002900661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00290765,"about_ca_topic_score_gemma":0.004574144,"domain_scores_codex":[0.9986727,0.0001070646,0.00008537652,0.0001824142,0.0008055579,0.0001469672],"domain_scores_gemma":[0.9943745,0.0007608883,0.0002408063,0.0003015159,0.003350879,0.0009714902],"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":[0.000008101581,0.000005466612,0.0000162859,0.00003682962,8.303236e-7,0.00001978001,0.000007687456,0.000005651146,0.00004896785,0.001143806,0.9867283,0.01197848],"study_design_scores_gemma":[0.00000314053,0.000006171913,0.0000746184,0.00008259205,0.00000116864,0.00005593795,0.00001774582,0.000007895661,0.00005222958,0.0006498072,0.9990458,0.000002753467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.000313839,0.009692921,0.00102512,0.1561897,0.4688815,0.0001992723,0.001415294,0.0006842706,0.3615981],"genre_scores_gemma":[0.001754975,0.004281166,0.0004404918,0.07289883,0.06597029,0.0001126013,0.0009320836,0.0003544506,0.8532552],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.6163129,"threshold_uncertainty_score":0,"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."}}