{"id":"W2300702669","doi":"10.18192/olbiwp.v3i0.1092","title":"Acquis et défis de la mesure statistique des niveaux de littératie des immigrants de tierce langue maternelle","year":2011,"lang":"fr","type":"article","venue":"OLBI Journal","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Statistics Canada","funders":"","keywords":"Humanities; Political science; Immigration; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002606284,0.0001860539,0.0001939983,0.00009256478,0.0007000114,0.000230643,0.0003475005,0.0002555278,0.00542366],"category_scores_gemma":[0.0006387262,0.0001809966,0.0001131984,0.0002240107,0.0008524429,0.0003281623,0.00003243754,0.0005207026,0.000126669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005455182,"about_ca_system_score_gemma":0.00169886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07520721,"about_ca_topic_score_gemma":0.01195213,"domain_scores_codex":[0.9962727,0.002357712,0.000296658,0.000153914,0.0002099973,0.0007089955],"domain_scores_gemma":[0.9985898,0.0003036196,0.0001986901,0.0001175518,0.0001643408,0.0006260726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00004521548,0.0002762177,0.1306015,0.00008792573,0.00008078235,0.0001322835,0.7790253,0.00002353132,0.0005648049,0.02312421,0.01305121,0.05298699],"study_design_scores_gemma":[0.0006211531,0.000145139,0.7258866,0.0004901164,0.0001087397,0.0006745982,0.06109095,0.0002286559,0.002812888,0.08928725,0.1181827,0.0004712829],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9239686,0.00483559,0.004019819,0.001323265,0.0004928069,0.0000803262,0.00004620949,0.00003180353,0.06520157],"genre_scores_gemma":[0.9290604,0.007629714,0.02864892,0.001396748,0.0008284879,0.000005505833,0.000002908098,0.00003189872,0.03239539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7179344,"threshold_uncertainty_score":0.9954855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07096220103795042,"score_gpt":0.4379740631961954,"score_spread":0.3670118621582449,"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."}}