{"id":"W4319977969","doi":"10.1109/cipae55637.2022.00007","title":"Reviewers","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Computers, Information Processing and Advanced Education (CIPAE)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec; École de Technologie Supérieure","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004951684,0.0002547047,0.0002099384,0.0005660849,0.00075256,0.0004445663,0.0005247465,0.00003661031,0.001488436],"category_scores_gemma":[0.0001240247,0.0002809169,0.00006080904,0.0004897962,0.00007594436,0.002498399,0.000236777,0.0004280657,0.0003049079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004638965,"about_ca_system_score_gemma":0.0007307603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001496181,"about_ca_topic_score_gemma":0.0000013472,"domain_scores_codex":[0.9977567,0.0001029918,0.0006499388,0.0003312395,0.0009018756,0.0002573003],"domain_scores_gemma":[0.9981993,0.000047299,0.0006637808,0.00023992,0.0007074954,0.0001422087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001552989,0.000225008,0.00021407,0.00009273664,0.00002985763,6.177014e-7,0.003587387,0.006614769,0.0002053283,0.05687179,0.02296677,0.9090364],"study_design_scores_gemma":[0.001245704,0.000240995,0.001068927,0.0004598965,0.00002337659,0.00009129925,0.01110739,0.129748,0.0001220609,0.004041817,0.8511262,0.0007243484],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2277275,0.003698089,0.09512085,0.04119509,0.04086535,0.005069206,0.001499107,0.00333271,0.5814921],"genre_scores_gemma":[0.9825163,0.0002045995,0.006293774,0.006842169,0.0001962487,0.0004901629,0.001542785,0.00003383617,0.001880058],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.908312,"threshold_uncertainty_score":0.9999643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02447910619751293,"score_gpt":0.3150634399732863,"score_spread":0.2905843337757734,"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."}}