{"id":"W2745203774","doi":"10.18162/ritpu.2009.170","title":"10.18162/ritpu.2009.170","year":2016,"lang":"fr","type":"dataset","venue":"","topic":"Information Technology and Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Thetford","funders":"","keywords":"Humanities; Political science; Sociology; Philosophy","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":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009954375,0.0002837151,0.0003320996,0.0002206333,0.001122994,0.00007729984,0.0009000601,0.001522372,0.3867978],"category_scores_gemma":[0.0006365928,0.0002253916,0.0001487114,0.0004223682,0.001191838,0.0005989464,0.0001693353,0.0007517763,0.4386747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150326,"about_ca_system_score_gemma":0.0002667653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004253367,"about_ca_topic_score_gemma":0.0005077287,"domain_scores_codex":[0.9978917,0.0002404069,0.0004920354,0.0002945258,0.0004144077,0.000666968],"domain_scores_gemma":[0.9986069,0.0002744471,0.0003764174,0.000462126,0.0001460752,0.0001340263],"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":[0.000007914495,0.00002366332,0.00001065076,0.000028288,0.00003182277,0.000005028086,0.0002753963,6.56241e-7,3.793535e-7,0.05646684,0.8995234,0.04362595],"study_design_scores_gemma":[0.0001962287,0.00008430926,0.00001512567,0.00009881401,0.0000317112,0.000004828139,0.0007201138,0.000007853693,0.00001323869,0.001352263,0.9971249,0.000350605],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000029573,0.0003914307,0.0002233233,0.009964402,0.00145151,0.0002582494,0.4431976,0.0003213685,0.5441625],"genre_scores_gemma":[0.0001276896,0.0005820908,0.0001704462,0.001066421,0.0008042667,0.00002114975,0.2790529,0.00001135649,0.7181637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1740012,"threshold_uncertainty_score":0.9997739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386744092135314,"score_gpt":0.2806237614810451,"score_spread":0.266756320559692,"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."}}