{"id":"W4211138078","doi":"10.3917/pox.134.0007","title":"La réforme, le chiffrage, son modèle et ses données","year":2022,"lang":"fr","type":"article","venue":"Politix","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Humanities; Political science; Art","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001136443,0.0001541596,0.0002007762,0.00003416138,0.001747318,0.0001462905,0.0005827729,0.00009751424,0.002501165],"category_scores_gemma":[0.0001245373,0.000170745,0.0001628405,0.0007125924,0.0008230376,0.0005224559,0.000278909,0.0003784845,0.0001237495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003270602,"about_ca_system_score_gemma":0.00100437,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3058483,"about_ca_topic_score_gemma":0.02266609,"domain_scores_codex":[0.9972126,0.0006632743,0.0002065772,0.0003318992,0.000788674,0.0007969788],"domain_scores_gemma":[0.9991668,0.0002525223,0.0001706956,0.0001637516,0.00003293464,0.0002132895],"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":[0.000004485224,0.0001439916,0.002223981,0.00001392561,0.00001118445,0.00001226779,0.02886206,0.0001195357,0.00001147821,0.9147633,0.04572416,0.008109602],"study_design_scores_gemma":[0.000183257,0.00006349677,0.01574496,0.00001599364,0.00001096804,0.000006234335,0.03364646,0.0001466591,0.00002442046,0.06569164,0.8842397,0.0002262086],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4130496,0.006082096,0.00004581999,0.1216455,0.002591556,0.0001871043,0.000319868,0.00008063552,0.4559979],"genre_scores_gemma":[0.8980129,0.0007847583,0.00009139183,0.00227283,0.0006741733,0.00004360688,0.000004753365,0.00001494765,0.09810065],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8490717,"threshold_uncertainty_score":0.9995522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05780063616794816,"score_gpt":0.3172463503016196,"score_spread":0.2594457141336714,"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."}}