{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008901546,0.00007694905,0.00009991653,0.0000232952,0.00003694058,0.00001298699,0.0001453098,0.00002616641,0.001441818],"category_scores_gemma":[0.0003059544,0.00007337586,0.00006105463,0.0003205184,0.00002248306,0.0000846027,0.00006156044,0.00006927504,0.04339415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001930358,"about_ca_system_score_gemma":0.00001412293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000219341,"about_ca_topic_score_gemma":0.0000103868,"domain_scores_codex":[0.9993576,0.00003025718,0.0001031671,0.0001714331,0.0001557234,0.0001818639],"domain_scores_gemma":[0.9996041,0.00003872264,0.00003083292,0.0001488246,0.00002653578,0.0001509682],"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":[0.0001138216,0.00005861659,0.0698361,0.00005187527,0.00009612784,0.00005385293,0.002934379,0.0000815372,0.04837681,0.004702823,0.8453282,0.02836588],"study_design_scores_gemma":[0.0008809688,0.0001364954,0.03734244,0.00001645836,0.00008275548,0.000005299386,0.0003574281,0.01461141,0.01719233,0.001689937,0.9271599,0.0005245568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9134288,0.0003486326,0.003325804,0.01431599,0.0001568938,0.0003233694,0.0002122768,0.001690235,0.06619793],"genre_scores_gemma":[0.9945523,0.000001912247,0.001869709,0.003074705,0.0001860328,0.00001015833,0.000006695292,0.00004869803,0.0002497874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08183175,"threshold_uncertainty_score":0.999471,"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."}}