{"id":"W3134943040","doi":"10.18162/ritpu.2009.166","title":"10.18162/ritpu.2009.166","year":2016,"lang":"fr","type":"dataset","venue":"","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université TÉLUQ","funders":"","keywords":"Humanities; Philosophy; Political 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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006832895,0.0005007305,0.0004695904,0.0002392552,0.0004412978,0.001174309,0.002840498,0.0004261517,0.2420158],"category_scores_gemma":[0.0003783196,0.0004012097,0.0001900052,0.0005105887,0.0001750292,0.001084013,0.001037028,0.0006748897,0.3791123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001468201,"about_ca_system_score_gemma":0.0007044022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004091048,"about_ca_topic_score_gemma":0.00008619348,"domain_scores_codex":[0.9966085,0.00034043,0.0005799744,0.001067645,0.0005628288,0.0008406431],"domain_scores_gemma":[0.9969826,0.0003382387,0.0003265832,0.00156467,0.0003040007,0.0004839545],"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":[0.000005283353,0.0001583795,0.00001347108,0.00005085323,0.00003118201,0.00001777156,0.0001106731,0.000003411929,0.000004542866,0.02489026,0.9433692,0.03134497],"study_design_scores_gemma":[0.0002760651,0.0001826733,0.0001365078,0.0002155616,0.00002488502,0.00006336772,0.0001689975,0.0003628791,0.00002615922,0.0002103849,0.9977023,0.0006302384],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001113995,0.0006875421,0.006097672,0.02938339,0.009495948,0.0004989812,0.3475924,0.0002860585,0.6059468],"genre_scores_gemma":[0.00004078296,0.0003218178,0.003203073,0.001868779,0.001180167,0.00002582563,0.1837367,0.00002535705,0.8095975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2036507,"threshold_uncertainty_score":0.9998626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03046973959815297,"score_gpt":0.2888923865337741,"score_spread":0.2584226469356211,"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."}}