{"id":"W4240533814","doi":"10.4000/communication.7043","title":"Pierre BENOIST (2016), Une histoire des instituts universitaires de technologie (IUT)","year":2017,"lang":"fr","type":"article","venue":"Communication","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001628465,0.0001917088,0.000174107,0.00006604856,0.003704656,0.001785691,0.003443061,0.0002089418,0.00002263006],"category_scores_gemma":[0.0003988934,0.0001753428,0.00008054543,0.0001867425,0.002555959,0.0055195,0.001918255,0.0002917364,0.0001523849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005104418,"about_ca_system_score_gemma":0.0002612997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009623923,"about_ca_topic_score_gemma":0.00280846,"domain_scores_codex":[0.9989843,0.00006793164,0.0001911674,0.000253308,0.0001391723,0.0003641037],"domain_scores_gemma":[0.9961424,0.00006419563,0.000286761,0.003104809,0.0002415151,0.0001603567],"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":[0.000007176079,0.0001411379,0.0003703323,0.00003396451,0.0000226819,0.00004262998,0.001532815,0.00005677955,0.0004834114,0.2636303,0.02950811,0.7041707],"study_design_scores_gemma":[0.0007328627,0.0002185751,0.07172316,0.00122103,0.00006568681,0.0001831008,0.0006240169,0.00774437,0.002474517,0.2382517,0.6760802,0.000680769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03127265,0.1833389,0.01783689,0.1239993,0.001009943,0.0003565856,0.00002293937,0.0004820842,0.6416808],"genre_scores_gemma":[0.9572709,0.006129788,0.006823465,0.0001601098,0.0000377437,0.000003888422,0.00001641945,0.000009540025,0.02954818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9259982,"threshold_uncertainty_score":0.9992505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2483597157336146,"score_gpt":0.3200817752219363,"score_spread":0.07172205948832172,"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."}}