{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003579104,0.0002790092,0.0002260321,0.002918828,0.002966883,0.006795662,0.0007875455,0.0007894484,0.003516509],"category_scores_gemma":[0.009124474,0.000182516,0.0002465462,0.00138299,0.009477719,0.007203753,0.00563343,0.0008759922,0.0002035228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003177769,"about_ca_system_score_gemma":0.002119802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003562902,"about_ca_topic_score_gemma":0.004193663,"domain_scores_codex":[0.9953827,0.003192824,0.0001155963,0.0004795223,0.0005365328,0.0002927319],"domain_scores_gemma":[0.992425,0.004732835,0.001221082,0.0005855387,0.0004531883,0.0005823949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005227326,0.0001594786,0.04623342,0.0002345483,0.00004741078,0.0004908293,0.5575722,0.0009682555,0.001644448,0.288065,0.001372641,0.1031595],"study_design_scores_gemma":[0.00003164686,0.0002219032,0.05197579,0.0004568043,0.00005935548,0.0009530347,0.5377214,0.005622642,0.001333094,0.278019,0.1235366,0.00006874307],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.775052,0.001158596,0.05305297,0.005080261,0.00007023686,0.0001652462,0.00007882804,0.00009170359,0.1652501],"genre_scores_gemma":[0.9952165,0.0002099816,0.00287253,0.00005379126,0.00001128523,0.00005109716,0.00001188265,0.000007696565,0.001565253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006795662,"threshold_uncertainty_score":0.02305639,"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."}}