{"id":"W1975259436","doi":"10.4267/2042/51570","title":"Penser, classer, apprendre et communiquer. Normalisation et nouveaux modes de classification du savoir","year":2013,"lang":"fr","type":"article","venue":"Hermès","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","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"],"consensus_categories":[],"category_scores_codex":[0.0004919157,0.0003255662,0.0002583902,0.00007473905,0.0002801248,0.002670067,0.0006522691,0.0002583462,0.0002345006],"category_scores_gemma":[0.0001541863,0.0002791599,0.0001350416,0.0003240676,0.0002313396,0.00818044,0.0003228622,0.0004278227,0.0007367798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000231803,"about_ca_system_score_gemma":0.0002780464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005713078,"about_ca_topic_score_gemma":0.001474945,"domain_scores_codex":[0.997718,0.0005963243,0.0004168925,0.0003932936,0.0003187628,0.0005567514],"domain_scores_gemma":[0.9979565,0.0002996508,0.000230433,0.0007754095,0.0004038896,0.0003341137],"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":[0.00001216261,0.0004529029,0.0009039083,0.00009724001,0.00003600906,0.00002097293,0.01363189,0.0009356696,0.01197571,0.8577579,0.07450997,0.03966568],"study_design_scores_gemma":[0.0008689431,0.0002228096,0.2339025,0.0003749091,0.00003908874,0.0004730315,0.001715679,0.4889525,0.002478884,0.04515111,0.2248084,0.001012189],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4631344,0.002521751,0.05702356,0.07229057,0.0009895804,0.00093059,0.00003786549,0.0004494773,0.4026222],"genre_scores_gemma":[0.9728987,0.0008643651,0.006266995,0.006425152,0.0001382958,0.00005433452,0.00009646841,0.00002889682,0.0132268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8126068,"threshold_uncertainty_score":0.9999661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.311373872263341,"score_gpt":0.3291790428881734,"score_spread":0.01780517062483239,"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."}}