{"id":"W2113832833","doi":"10.1017/s0272263114000369","title":"ENGAGEMENT PORTRAITS AND (SOCIO)LINGUISTIC PERFORMANCE","year":2014,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Portrait; Sociolinguistics; Linguistics; Psychology; Sociology; Visual arts; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001490875,0.0002727391,0.000246008,0.001590615,0.000600284,0.002094544,0.0002971743,0.0004281383,0.002944985],"category_scores_gemma":[0.009588517,0.000143741,0.0002956334,0.0009967041,0.0007599692,0.001611116,0.002651537,0.0006757353,0.0007340477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003707586,"about_ca_system_score_gemma":0.0001800144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001783888,"about_ca_topic_score_gemma":0.002798491,"domain_scores_codex":[0.9990532,0.000296331,0.0000950837,0.0001511757,0.0002919264,0.0001123603],"domain_scores_gemma":[0.9923156,0.002430837,0.002878347,0.0005097056,0.0009091308,0.0009563499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001751175,0.0001817985,0.9233625,0.00007270426,0.00006262623,0.0002661791,0.0414178,0.0004846145,0.005281273,0.0005585011,0.0002066539,0.02793041],"study_design_scores_gemma":[0.000001877889,0.0001769022,0.9814549,0.00001705542,0.000009694723,0.0002000999,0.01536254,0.0003829611,0.0009068259,0.0002455756,0.001222123,0.0000194214],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972921,0.00005322548,0.0003512771,0.00003038971,0.000001993497,0.000006288962,0.00009021887,0.000009685605,0.002164696],"genre_scores_gemma":[0.9987955,0.00007036953,0.0002244693,0.000004696469,0.00000303632,0.0000137264,0.0001519793,0.000003930436,0.0007321863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002944985,"threshold_uncertainty_score":0.009851933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05547061613502079,"score_gpt":0.4410971520564175,"score_spread":0.3856265359213967,"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."}}