{"id":"W7097801356","doi":"","title":"DÉPARTEMENT D’INFORMATIQUE ET DE GÉNIE LOGICIEL","year":2014,"lang":"en","type":"article","venue":"","topic":"Artificial Intelligence in Education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Computer software; Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006916875,0.00005861794,0.00005210143,0.00003848542,0.00005709212,0.0001207919,0.0004817803,0.00003150141,0.0001061585],"category_scores_gemma":[0.00009703229,0.00004921706,0.00002237585,0.0001112745,0.00001791631,0.0004811149,0.00009062231,0.00006274428,0.0006759302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005150372,"about_ca_system_score_gemma":0.00008433316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008624054,"about_ca_topic_score_gemma":0.00002979122,"domain_scores_codex":[0.9993563,0.00005614986,0.0001691725,0.000115443,0.0001246039,0.0001783475],"domain_scores_gemma":[0.9994192,0.00009864002,0.00004642048,0.0003273081,0.0000474104,0.00006099337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[3.844123e-7,0.00003557978,0.0004188816,0.000002795221,0.000001666954,1.503339e-7,0.003531402,0.0007772007,0.0003682842,0.9540445,0.009074123,0.03174506],"study_design_scores_gemma":[0.00004505064,0.0001240565,0.003670024,0.00001112181,0.000002070393,0.000009948999,0.0004897093,0.6556253,0.07561681,0.1626775,0.1014814,0.000246952],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01283106,0.000001952287,0.8342157,0.003826947,0.0002422411,0.0000613314,5.816193e-8,0.0001237196,0.148697],"genre_scores_gemma":[0.9086134,0.00000353677,0.08466455,0.005971561,0.00005072958,0.00001502205,6.722676e-7,0.000002251367,0.0006782562],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8957824,"threshold_uncertainty_score":0.868794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302658969577085,"score_gpt":0.3312378618411303,"score_spread":0.3082112721453594,"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."}}