{"id":"W4210688968","doi":"10.4000/hommesmigrations.13123","title":"Stéphane Beaud, Gérard Noiriel, Race et sciences sociales. Essai sur les usages publics d’une catégorie","year":2021,"lang":"fr","type":"article","venue":"Hommes & migrations","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Race (biology); Publics; Political science; Humanities; Sociology; Art; Gender studies","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","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.004419649,0.0003148467,0.0004029922,0.0001459885,0.003817861,0.0006091031,0.0005304705,0.0004236792,0.0008904093],"category_scores_gemma":[0.004412348,0.0003598591,0.0002401225,0.002369047,0.007118776,0.0013286,0.00009231379,0.0004995198,0.000110293],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002625858,"about_ca_system_score_gemma":0.006354728,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008403357,"about_ca_topic_score_gemma":0.05398235,"domain_scores_codex":[0.9948997,0.002400401,0.0005840969,0.0006817051,0.0006795874,0.0007544437],"domain_scores_gemma":[0.9935036,0.004523531,0.0003446187,0.0003220393,0.001059871,0.0002463384],"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":[0.000001208646,0.0005554336,0.01464041,0.00004117266,0.0001119783,0.000003753438,0.07884778,0.00007525554,0.0001221983,0.74335,0.1494898,0.01276091],"study_design_scores_gemma":[0.0002991963,0.00005495609,0.01604448,0.00009052591,0.000136787,0.000008745973,0.2910336,0.00006751252,0.0001017302,0.03069,0.6610249,0.000447563],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.145373,0.162148,0.002465108,0.6575145,0.006522221,0.0003980389,0.0003279067,0.0001809371,0.02507037],"genre_scores_gemma":[0.9021893,0.01120005,0.006879309,0.003070505,0.004169878,0.0001056009,0.0005591303,0.00003447168,0.07179172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7568164,"threshold_uncertainty_score":0.9998853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3042160663770665,"score_gpt":0.4489064703225424,"score_spread":0.1446904039454759,"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."}}