{"id":"W4406281223","doi":"10.69520/jipe.v6i2.242","title":"Foreword","year":2025,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph-Humber","funders":"","keywords":"Philosophy","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":[0.001214027,0.0007903358,0.0008549665,0.001701075,0.001991798,0.004820654,0.001245372,0.004295631,0.4054538],"category_scores_gemma":[0.01037302,0.0003309194,0.0006553712,0.001047238,0.0007820037,0.003299878,0.00189981,0.005361643,0.4737751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00157445,"about_ca_system_score_gemma":0.002888291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845027,"about_ca_topic_score_gemma":0.003982484,"domain_scores_codex":[0.998741,0.0001073082,0.00009496519,0.0001805794,0.0007424301,0.0001336486],"domain_scores_gemma":[0.9940082,0.0008380031,0.0002655179,0.0003147758,0.003611213,0.0009621792],"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":[0.000008203778,0.00000493319,0.00001767715,0.00004419552,8.845785e-7,0.00001950043,0.000009237002,0.000005914964,0.00005485469,0.001187799,0.9854205,0.01322628],"study_design_scores_gemma":[0.000002883697,0.00000573706,0.00008120185,0.00008991646,0.00000114423,0.00005420787,0.00001917353,0.00000783338,0.00004774585,0.0006407659,0.9990467,0.000002625203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003658473,0.01105264,0.001071643,0.1285122,0.4637912,0.0002100535,0.001985685,0.0007076173,0.3923031],"genre_scores_gemma":[0.001978107,0.005249125,0.0005011081,0.05272244,0.07617693,0.0001184957,0.001358207,0.0004510302,0.8614445],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.4054538,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315675407605627,"score_gpt":0.3940609687702799,"score_spread":0.3709042146942236,"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."}}