{"id":"W2009622797","doi":"10.3917/res.170.0017","title":"Penser les usages sociaux de l'actualité","year":2011,"lang":"fr","type":"article","venue":"Réseaux","topic":"Social Media and Politics","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Francophone University Association","funders":"University of Cambridge","keywords":"Humanities; Political science; 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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004527459,0.0001961104,0.0002556832,0.00004274222,0.0006647977,0.00005308473,0.0003699719,0.0004740276,0.007763814],"category_scores_gemma":[0.0005292487,0.000217483,0.000196829,0.0002873789,0.001330875,0.0002029553,0.00006026854,0.0003227535,0.001479021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003153561,"about_ca_system_score_gemma":0.0007245524,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04371317,"about_ca_topic_score_gemma":0.002993297,"domain_scores_codex":[0.9975703,0.0005824332,0.0002455962,0.0002373819,0.0003881035,0.0009761789],"domain_scores_gemma":[0.9987127,0.0004428658,0.0001113395,0.0001874301,0.0001158451,0.0004298114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006816324,0.0001355318,0.04623455,0.00004079401,0.00005837319,0.00003338173,0.2658272,1.180926e-7,0.00005616275,0.6410285,0.02575253,0.02082599],"study_design_scores_gemma":[0.0002420203,0.00008059866,0.02999268,0.00006438906,0.0001502795,0.000004412491,0.0927244,0.000008714655,0.001499493,0.1316373,0.7431749,0.0004208615],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6831758,0.005150779,0.00008823153,0.01544629,0.0053384,0.0002048163,0.00004508833,0.0001236609,0.2904269],"genre_scores_gemma":[0.9523329,0.001682503,0.001117966,0.002036537,0.003363138,0.00001701057,0.000003566833,0.00003421807,0.03941218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7174223,"threshold_uncertainty_score":0.9992985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1946362725904664,"score_gpt":0.3817769624233848,"score_spread":0.1871406898329184,"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."}}