{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005839151,0.00006076029,0.0001259473,0.002153474,0.0002450407,0.00004041444,0.0003180495,0.0001111274,0.0003193505],"category_scores_gemma":[0.003149035,0.00006144273,0.0000302199,0.008166056,0.0001322102,0.0004030038,0.00001216479,0.0003692015,0.00005621336],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004017632,"about_ca_system_score_gemma":0.006466922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003316334,"about_ca_topic_score_gemma":0.0003415174,"domain_scores_codex":[0.99799,0.0001541879,0.0008925131,0.0000923665,0.0005691465,0.0003018048],"domain_scores_gemma":[0.9975504,0.0002746193,0.000499177,0.0001336151,0.001461607,0.00008053906],"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":[0.00001606463,0.0002430408,0.06794114,0.00005492394,0.000007729233,0.000001286594,0.02336061,0.00001064607,0.0001904619,0.5963196,0.2664794,0.04537507],"study_design_scores_gemma":[0.0003732053,0.0000908587,0.2581804,0.0002685091,0.000005744453,0.000009491589,0.154271,0.00001674673,0.0001508637,0.07013327,0.5163215,0.0001784266],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7934843,0.0006093082,0.0006330558,0.1792425,0.004426143,0.0004834562,0.000002645588,0.00009772481,0.02102085],"genre_scores_gemma":[0.9850062,0.0005885715,0.001759029,0.001007905,0.00169579,0.00003497938,0.000008144996,0.00001212405,0.009887234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5261863,"threshold_uncertainty_score":0.9991655,"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."}}