{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003574029,0.0005016728,0.000366732,0.0008775344,0.002158198,0.002648311,0.0006595671,0.00106683,0.0905018],"category_scores_gemma":[0.001374236,0.0002894555,0.0002939196,0.0005389708,0.00101495,0.0008467868,0.001739392,0.001457731,0.01723671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00283551,"about_ca_system_score_gemma":0.004059654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03770461,"about_ca_topic_score_gemma":0.06540745,"domain_scores_codex":[0.9994905,0.00008819361,0.00001027532,0.0001519824,0.0001296086,0.0001293751],"domain_scores_gemma":[0.9995155,0.0001185669,0.00004262614,0.00005196828,0.000120734,0.0001505231],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000252566,0.00007845242,0.003844079,0.001186264,0.00002856078,0.001928664,0.00473495,0.0007963131,0.003969728,0.1432878,0.5663514,0.2735413],"study_design_scores_gemma":[0.000002408204,0.000005983189,0.001489149,0.0001198626,0.00000254684,0.0002272095,0.0002855737,0.0000700599,0.0002880919,0.0007763344,0.9967269,0.000005962108],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02300264,0.03705015,0.00262332,0.02944706,0.005234101,0.0001101605,0.001281708,0.000846871,0.900404],"genre_scores_gemma":[0.1205339,0.01144261,0.001720304,0.004140961,0.0005707442,0.00006432352,0.0004614426,0.0003432091,0.8607227],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0905018,"threshold_uncertainty_score":0.3027587,"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."}}