{"id":"W3138837368","doi":"10.1017/s0272263121000073","title":"BEYOND LINGUISTIC FEATURES","year":2021,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Construct (python library); Cognitive psychology; Anxiety; Task (project management); Perception; Linguistics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008803705,0.0004066805,0.0002607942,0.001203538,0.00041323,0.002631243,0.0004124498,0.0003841423,0.004487155],"category_scores_gemma":[0.01304994,0.000138518,0.0002694067,0.0007425818,0.001066281,0.002767851,0.001400236,0.0007921789,0.0004583336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003158257,"about_ca_system_score_gemma":0.0002673938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008394999,"about_ca_topic_score_gemma":0.0007717667,"domain_scores_codex":[0.998938,0.0004509411,0.00007504816,0.0001934293,0.000272668,0.00006990596],"domain_scores_gemma":[0.9875137,0.007672756,0.002106894,0.001097041,0.001069334,0.0005402978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000603587,0.0002516314,0.6504777,0.001008386,0.0004149732,0.002381573,0.05926039,0.001935428,0.02698604,0.03476155,0.002352153,0.2195666],"study_design_scores_gemma":[0.00002062772,0.0005501979,0.9067279,0.0003772473,0.0001899719,0.002781736,0.01896936,0.005953294,0.003770482,0.04121624,0.01931563,0.0001274428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9493581,0.0009961732,0.01112548,0.0006670537,0.00004501949,0.0000377107,0.0003696659,0.000140028,0.03726071],"genre_scores_gemma":[0.997807,0.00007342617,0.001258976,0.00003593495,0.00001853251,0.000008658119,0.00007992455,0.00001670469,0.0007008981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004487155,"threshold_uncertainty_score":0.01501101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702388823880057,"score_gpt":0.3353022956950204,"score_spread":0.2982784074562198,"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."}}