{"id":"W4396983294","doi":"10.69520/jipe.v4i2.148","title":"Foreword","year":2023,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001789731,0.0008809634,0.0008665778,0.001316555,0.003212755,0.006632034,0.001853453,0.006821341,0.3650292],"category_scores_gemma":[0.01421457,0.0003844352,0.0007866885,0.00100707,0.001465529,0.005837367,0.003327945,0.008708161,0.3194087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002008221,"about_ca_system_score_gemma":0.004428498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002881996,"about_ca_topic_score_gemma":0.004381252,"domain_scores_codex":[0.9977689,0.0002938053,0.0001615497,0.0003257607,0.001172472,0.0002776124],"domain_scores_gemma":[0.992132,0.001493094,0.0003269051,0.0004878785,0.003995879,0.001564224],"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":[0.000005290159,0.000006174568,0.00002944,0.00004130604,8.722151e-7,0.00002514287,0.00002816846,0.000005967192,0.00003403483,0.001769983,0.9858642,0.01218934],"study_design_scores_gemma":[0.000001610483,0.000004682585,0.00006701417,0.0000741451,8.460307e-7,0.00005994962,0.00006088503,0.00000626745,0.00002578364,0.0006957909,0.9990008,0.00000222845],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0003932694,0.008743515,0.001267966,0.27166,0.4001214,0.0001774107,0.001047929,0.0006740178,0.3159145],"genre_scores_gemma":[0.003326082,0.006184781,0.0007912043,0.1769112,0.07534412,0.0001421948,0.001105007,0.0005371125,0.7356583],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.3650292,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1268423139309576,"score_gpt":0.4806171454091891,"score_spread":0.3537748314782315,"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."}}