{"id":"W7020604947","doi":"","title":"Les chiffres : les comprendre pour s'en dépendre","year":2011,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociological research; History of sociology; Context (archaeology); Research methodology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006961622,0.0003338419,0.0003658796,0.0002914159,0.001893854,0.0005158071,0.001872195,0.0003748598,0.009763122],"category_scores_gemma":[0.002538732,0.0003766674,0.0002926845,0.0009172933,0.001637244,0.0006148927,0.0006752151,0.0006188629,0.0005807382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002500068,"about_ca_system_score_gemma":0.0004571754,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08632183,"about_ca_topic_score_gemma":0.08715484,"domain_scores_codex":[0.9850548,0.01191057,0.0005765071,0.0007111786,0.0009774134,0.0007695489],"domain_scores_gemma":[0.9938826,0.001748965,0.0003533468,0.001160415,0.002416182,0.0004384902],"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":[0.0000119989,0.001146092,0.03124324,0.0001423499,0.00006671814,0.00001279079,0.05534528,0.000001952285,0.000284587,0.7127165,0.008728305,0.1903002],"study_design_scores_gemma":[0.00231358,0.000004488744,0.2999484,0.002317819,0.0002540605,0.00003235409,0.02554361,0.003329392,0.02119161,0.06116941,0.5822121,0.001683187],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1749626,0.008804425,0.01397077,0.03702063,0.0006885653,0.0005136694,0.00009818687,0.0002408468,0.7637004],"genre_scores_gemma":[0.7039729,0.002786144,0.00983068,0.00007241976,0.0001113139,0.00003259156,0.00007964511,0.00004137296,0.2830729],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6515471,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06121291287315656,"score_gpt":0.303246647004064,"score_spread":0.2420337341309075,"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."}}