{"id":"W2581592501","doi":"10.18162/ritpu.2013.228","title":"10.18162/ritpu.2013.228","year":2016,"lang":"fr","type":"dataset","venue":"","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","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":["insufficient_payload"],"category_scores_codex":[0.0005653206,0.0006344567,0.000672296,0.0002533411,0.0002835786,0.0006284893,0.002934732,0.0006079738,0.03727492],"category_scores_gemma":[0.0003251771,0.0004715763,0.0003412927,0.000478281,0.0002651097,0.0004886767,0.001231457,0.0008283197,0.2014243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009341591,"about_ca_system_score_gemma":0.000419528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004663669,"about_ca_topic_score_gemma":0.0001682801,"domain_scores_codex":[0.9962348,0.000253508,0.0006551723,0.001182888,0.0007030694,0.0009705378],"domain_scores_gemma":[0.9962263,0.0004267306,0.0003652379,0.002228048,0.000315061,0.0004386393],"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":[0.00000435332,0.0001543841,0.00001026072,0.00008991715,0.00006798629,0.0001007876,0.00001430799,0.0000238726,0.000002520574,0.007240191,0.954943,0.03734841],"study_design_scores_gemma":[0.0003357958,0.0003085078,0.00001795904,0.0003962373,0.00007464944,0.00006347486,0.000005819372,0.01492315,0.000008578706,0.001389362,0.9817494,0.0007270862],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.000006398478,0.001326536,0.02595846,0.1054965,0.003112718,0.0002212651,0.8390098,0.0003742609,0.02449405],"genre_scores_gemma":[0.00001280143,0.0007342987,0.006654637,0.001062321,0.002318779,0.000005560479,0.2356532,0.00003315694,0.7535252],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.7290311,"threshold_uncertainty_score":0.9997736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328719505286631,"score_gpt":0.27872003170675,"score_spread":0.2554328366538837,"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."}}