{"id":"W3021369377","doi":"10.4000/hommesmigrations.11247","title":"L’immigration et le choix des langues","year":2020,"lang":"fr","type":"article","venue":"Hommes & migrations","topic":"Political and Social Issues","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Humanities; Political science; Philosophy; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001783104,0.0001501576,0.0002001069,0.00002587067,0.0008288744,0.0001872813,0.0001752649,0.0001652118,0.00043829],"category_scores_gemma":[0.0003679018,0.0001586167,0.0001495817,0.0004870699,0.001015175,0.0006387304,0.00003890369,0.0001864107,0.0007267721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005865817,"about_ca_system_score_gemma":0.0002571805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03476166,"about_ca_topic_score_gemma":0.04031938,"domain_scores_codex":[0.9985288,0.0003613147,0.000235493,0.0002255896,0.0002398343,0.0004089616],"domain_scores_gemma":[0.9992146,0.000198086,0.00006049625,0.00009749017,0.0001004801,0.0003288143],"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":[0.000002922018,0.0001544977,0.000761569,0.00002896664,0.00003108653,0.000004347313,0.1150108,0.00001344636,0.0002484234,0.735743,0.1318234,0.01617754],"study_design_scores_gemma":[0.0001566817,0.00006977108,0.004321556,0.00003888351,0.00005255172,5.566549e-7,0.04348464,0.0003748535,0.0002957258,0.02898913,0.9219942,0.0002214531],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1080378,0.1393412,0.004780827,0.691058,0.0006554386,0.0003293556,0.0002385187,0.0002872847,0.05527156],"genre_scores_gemma":[0.957826,0.001783319,0.001047822,0.005562125,0.001420689,0.00002382193,0.0000735799,0.00001635754,0.03224635],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8497881,"threshold_uncertainty_score":0.9771923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04911918885009213,"score_gpt":0.3308846808958696,"score_spread":0.2817654920457775,"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."}}