{"id":"W2896341673","doi":"10.7202/1059054ar","title":"Améliorer la société","year":2018,"lang":"fr","type":"article","venue":"Sens public","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004457313,0.0007246203,0.0005475659,0.00259219,0.00546181,0.01344344,0.00110213,0.002540388,0.05322392],"category_scores_gemma":[0.008739041,0.0002483847,0.0005315692,0.00286953,0.005880375,0.01178711,0.009488818,0.003820055,0.01370337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006858017,"about_ca_system_score_gemma":0.008535646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009139955,"about_ca_topic_score_gemma":0.01664148,"domain_scores_codex":[0.9952146,0.002213646,0.0001434085,0.0005350373,0.001112423,0.0007808373],"domain_scores_gemma":[0.9964809,0.0005938367,0.0003573998,0.0007228175,0.0009123285,0.0009327807],"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":[0.00005598537,0.0001246089,0.003546509,0.0003787273,0.0000393942,0.0001899148,0.0148636,0.0004766978,0.0007790519,0.7156653,0.09735947,0.1665208],"study_design_scores_gemma":[0.00000561376,0.00002627559,0.001264604,0.0001843577,0.000008565989,0.00005928342,0.003060359,0.00009783744,0.0001521737,0.02964598,0.9654862,0.000008924572],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.02789592,0.01923019,0.008164013,0.09253818,0.003665055,0.00005697622,0.0003682004,0.0006120814,0.8474695],"genre_scores_gemma":[0.5362572,0.02409207,0.01308551,0.01552586,0.002659234,0.0001654093,0.0006779931,0.0006289558,0.4069077],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.05322392,"threshold_uncertainty_score":0.1780518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1928101472877916,"score_gpt":0.3308464995451476,"score_spread":0.1380363522573561,"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."}}