{"id":"W4254242692","doi":"10.4000/hommesmigrations.841","title":"Langues et migrations","year":2010,"lang":"fr","type":"paratext","venue":"Hommes & migrations","topic":"Linguistic and Sociocultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["insufficient_payload"],"category_scores_codex":[0.0003654771,0.0005043531,0.000591778,0.00009403451,0.003152146,0.0003833289,0.0005062399,0.0008217086,0.006340679],"category_scores_gemma":[0.0009455543,0.0004419287,0.0004352316,0.0005606362,0.001264618,0.000262795,0.0001216515,0.001117148,0.01332684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678508,"about_ca_system_score_gemma":0.0005439919,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0247402,"about_ca_topic_score_gemma":0.1844559,"domain_scores_codex":[0.9972723,0.0004372955,0.0005680154,0.0005362388,0.000540192,0.0006459375],"domain_scores_gemma":[0.9977478,0.0007345537,0.0003298539,0.0003764393,0.0005567901,0.0002545126],"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":[0.000001596786,0.0001308479,0.000446227,0.00002047254,0.0001425492,0.000003306717,0.06461652,0.00001150249,0.0000400976,0.07443302,0.857995,0.002158828],"study_design_scores_gemma":[0.0001425345,0.00003845039,0.001756089,0.00009032402,0.0002280051,0.000002008581,0.02744564,0.0000229577,0.00001577258,0.00188753,0.9678449,0.0005257772],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01992838,0.1805904,0.0007176059,0.06247481,0.01529885,0.001261943,0.002205406,0.0002978731,0.7172247],"genre_scores_gemma":[0.108187,0.009426259,0.001744898,0.001720096,0.005119302,0.0002153617,0.001480365,0.00004196964,0.8720648],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1711642,"threshold_uncertainty_score":0.9998032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03810108958991913,"score_gpt":0.3384271124931409,"score_spread":0.3003260229032217,"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."}}