{"id":"W598317065","doi":"","title":"Identiry and second language learning : culture, inquiry, and dialogic activity in educational contexts","year":2007,"lang":"en","type":"article","venue":"Medical Entomology and Zoology","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dialogic; Identity (music); Sociology; Homeland; Indigenous; Gender studies; Pedagogy; Politics; Art; Aesthetics; Political science; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001367275,0.00006710608,0.0001478973,0.0001002058,0.0001713062,0.00001260423,0.00006028558,0.0002978965,0.001177037],"category_scores_gemma":[0.00174909,0.0000605821,0.00001077467,0.00008431211,0.001089582,0.0000592816,0.00004723191,0.0003284012,0.000006698583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001980819,"about_ca_system_score_gemma":0.0001596647,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004262573,"about_ca_topic_score_gemma":0.03274224,"domain_scores_codex":[0.9989713,0.0003530573,0.000132142,0.0001876275,0.0001032567,0.0002525554],"domain_scores_gemma":[0.9990065,0.0006619699,0.00004667069,0.00003688547,0.00001990376,0.0002280853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006732774,0.0001522553,0.5250219,0.00002773218,0.00001589958,0.00005749944,0.2384062,5.365038e-8,0.0002676528,0.07642204,0.0002332108,0.1593283],"study_design_scores_gemma":[0.0006798554,0.00006939415,0.9739565,0.000009832819,0.000006038211,0.00007549966,0.009225783,0.000009592093,0.00003374683,0.007131504,0.008697164,0.0001051287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849055,0.001272189,0.00003423781,0.003430281,0.0004617549,0.00007276845,5.578394e-7,0.00001239968,0.009810251],"genre_scores_gemma":[0.9936213,0.0003386798,0.00002985562,0.001434406,0.0003010003,0.000005185021,0.000004784691,0.000002610221,0.004262175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4489346,"threshold_uncertainty_score":0.999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03613300136561388,"score_gpt":0.4509206614931556,"score_spread":0.4147876601275417,"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."}}