{"id":"W4243492831","doi":"10.7202/1071837ar","title":"Foreword","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001106442,0.0008532038,0.00072743,0.00167007,0.001936136,0.004323274,0.001246485,0.003290358,0.40581],"category_scores_gemma":[0.007954067,0.0002233934,0.0005939342,0.0007862614,0.000691502,0.002029782,0.002160781,0.004193308,0.3757476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00138629,"about_ca_system_score_gemma":0.00261498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002318818,"about_ca_topic_score_gemma":0.004393738,"domain_scores_codex":[0.9990737,0.0001122154,0.00004782803,0.00012542,0.0005210363,0.0001197164],"domain_scores_gemma":[0.9967752,0.0005393509,0.0001294463,0.0001933796,0.001627276,0.0007353614],"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":[0.000009762147,0.000005991808,0.00001822114,0.00004711021,9.348439e-7,0.00002658944,0.000007853191,0.000004341012,0.00004671793,0.001528038,0.9766335,0.02167095],"study_design_scores_gemma":[0.000002593729,0.000004179587,0.00004888877,0.00007603178,0.00000137065,0.00004993328,0.00001437405,0.000006084384,0.00004104498,0.0007374803,0.9990159,0.000001922273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003310371,0.01074087,0.001164624,0.08380385,0.4227373,0.000158016,0.001118508,0.0006207731,0.479325],"genre_scores_gemma":[0.00179378,0.003878777,0.0005021306,0.03672899,0.05026778,0.0001019089,0.0007308017,0.0003513213,0.9056446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.59419,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0663952722703472,"score_gpt":0.2390634928950404,"score_spread":0.1726682206246932,"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."}}