{"id":"W4210318762","doi":"10.4000/hommesmigrations.13438","title":"Lucia de Carvalho","year":2021,"lang":"fr","type":"article","venue":"Hommes & migrations","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Humanities; 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"],"consensus_categories":[],"category_scores_codex":[0.0001842616,0.0001197559,0.0001730781,0.00001197583,0.001341464,0.0001176842,0.0001128377,0.0001396307,0.0008774735],"category_scores_gemma":[0.0008189069,0.0001196899,0.0001601676,0.0003790112,0.0004261906,0.0001033404,0.00005279535,0.0001574187,0.0003396483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002106514,"about_ca_system_score_gemma":0.0004465788,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007357206,"about_ca_topic_score_gemma":0.02622481,"domain_scores_codex":[0.998787,0.0002417569,0.000178308,0.0001961672,0.0002072611,0.0003895174],"domain_scores_gemma":[0.9991827,0.0002137343,0.00005279714,0.0001281543,0.0002874031,0.0001352384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[9.970751e-7,0.0001436789,0.009812213,0.00001942027,0.0001358465,0.00005232075,0.1381713,0.00001585082,0.00006564308,0.2795238,0.5522363,0.01982262],"study_design_scores_gemma":[0.00008778307,0.00001006864,0.00548301,0.0000357858,0.000108951,0.000003759174,0.05622924,0.00003327967,0.00009203688,0.007608396,0.9301561,0.000151581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1405464,0.6281982,0.0007405423,0.09731877,0.004264502,0.000190838,0.00014047,0.0001229609,0.1284774],"genre_scores_gemma":[0.5753374,0.006306116,0.001531311,0.001300713,0.002002303,0.00001866566,0.0000267285,0.000008733028,0.413468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6218921,"threshold_uncertainty_score":0.9999586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0327571274229221,"score_gpt":0.3161469081191455,"score_spread":0.2833897806962234,"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."}}