{"id":"W2037472671","doi":"10.1002/tesq.188","title":"Academic English Socialization Through Individual Networks of Practice","year":2014,"lang":"en","type":"article","venue":"TESOL Quarterly","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Socialization; Construct (python library); Community of practice; Pedagogy; Social practice; Psychology; Discourse analysis; Sociology; Mathematics education; Social psychology; Linguistics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003777908,0.0001418529,0.0002385674,0.00007180034,0.0001224677,0.00002042215,0.000238974,0.000303258,0.0002470528],"category_scores_gemma":[0.001196338,0.0001416574,0.00005379346,0.0003445141,0.0001084844,0.0002223955,0.00001231921,0.0009098351,0.00005116147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000186527,"about_ca_system_score_gemma":0.00002018407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001145571,"about_ca_topic_score_gemma":0.000001182813,"domain_scores_codex":[0.9961604,0.002668437,0.0004011485,0.0002606431,0.0002160717,0.0002932516],"domain_scores_gemma":[0.9977355,0.001255188,0.0004571383,0.0002712708,0.0002513359,0.00002957376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001043686,0.000185149,0.005418575,0.00001661339,0.00018666,0.000001770485,0.3807511,0.0001044372,0.0002588551,0.2600399,0.01642396,0.3365086],"study_design_scores_gemma":[0.004868027,0.005920037,0.2823148,0.0001908083,0.0005354055,0.00003700501,0.04564191,0.002888822,0.0001261067,0.02360272,0.6324792,0.001395166],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09197598,0.000250927,0.7869127,0.0003663796,0.002112831,0.0002100935,0.000004942007,0.0003193339,0.1178468],"genre_scores_gemma":[0.9849907,0.000001773574,0.01196101,0.001076009,0.001334733,0.00001726808,0.00003507744,0.00003297861,0.0005504808],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8930147,"threshold_uncertainty_score":0.5776619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03909245216813104,"score_gpt":0.3939144347088693,"score_spread":0.3548219825407383,"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."}}