{"id":"W4396983512","doi":"10.69520/jipe.v4i1.127","title":"Foreword","year":2022,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Innovative Teaching Methods","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":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":[0.01021877,0.00006443488,0.0001376487,0.001605082,0.0004368402,0.00002123629,0.0004188095,0.00004273451,0.0006684361],"category_scores_gemma":[0.002661962,0.00007057994,0.00003193711,0.006238671,0.00008871262,0.0003128772,0.00004850699,0.0007041703,0.000002154064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000998251,"about_ca_system_score_gemma":0.003065402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001730537,"about_ca_topic_score_gemma":0.00001984601,"domain_scores_codex":[0.9976026,0.0005599022,0.000983288,0.00008627811,0.0005968615,0.0001710873],"domain_scores_gemma":[0.9976927,0.0001695304,0.001073628,0.0001290428,0.0009108795,0.00002419787],"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":[0.00001854928,0.0002823212,0.01710614,0.000003706127,0.000007422265,0.000001461496,0.00674355,0.00005512877,0.001375303,0.9003279,0.03270068,0.04137781],"study_design_scores_gemma":[0.0004609782,0.0001707628,0.04456453,0.00004903943,0.000008508693,0.00006108369,0.0447012,0.00001465384,0.0004841926,0.1308006,0.7784566,0.0002278403],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.889726,0.0003703522,0.02900369,0.02525764,0.005965525,0.0004110404,0.000006090998,0.00006040915,0.04919919],"genre_scores_gemma":[0.9614009,0.000008545508,0.03373256,0.001456549,0.0004703987,0.00003610387,0.000003187664,0.00001087683,0.002880896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7695273,"threshold_uncertainty_score":0.7318907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04173431172331249,"score_gpt":0.4126175499799229,"score_spread":0.3708832382566104,"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."}}