{"id":"W2563949006","doi":"","title":"L’emploi des Langues en Algérie","year":2016,"lang":"fr","type":"article","venue":"Canadian social science","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; French; Sociology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.0004001717,0.0001650408,0.0001822495,0.0001513156,0.002482775,0.0004724568,0.0005611695,0.00008583721,0.00640592],"category_scores_gemma":[0.0007769109,0.0001132766,0.0001124494,0.0002616631,0.005727496,0.000386677,0.00005718505,0.0000928511,0.001009325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001316285,"about_ca_system_score_gemma":0.000613473,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4119393,"about_ca_topic_score_gemma":0.6622634,"domain_scores_codex":[0.9982209,0.00005712108,0.0001818162,0.0003353612,0.0003212326,0.0008835408],"domain_scores_gemma":[0.9986711,0.00007243733,0.00006631466,0.0001472355,0.0004250799,0.0006177928],"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":[0.000001040307,0.000009764629,0.001765061,0.00001588001,0.00002768434,0.00007160893,0.05002148,4.71689e-8,0.0003400354,0.8968075,0.01303927,0.03790064],"study_design_scores_gemma":[0.00009711977,0.00002293357,0.003111697,0.00007285674,0.00006598109,0.000002889651,0.01586413,0.00000397447,0.000121322,0.01114217,0.9691729,0.0003220085],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07415517,0.002067547,0.00003638203,0.0119656,0.002589172,0.0001277327,0.0008663995,0.00006554698,0.9081265],"genre_scores_gemma":[0.8532482,0.00006121342,0.00006626418,0.0007227964,0.004762312,0.000003920257,0.000004520172,0.00001270251,0.1411181],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9561337,"threshold_uncertainty_score":0.9997685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02303991688448833,"score_gpt":0.2444903952888459,"score_spread":0.2214504784043576,"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."}}