{"id":"W2943440215","doi":"10.5842/56-0-775","title":"Mind the Gap: Towards Determining Which Collocations to Teach","year":2019,"lang":"en","type":"article","venue":"Stellenbosch Papers in Linguistics Plus","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Douglas College","funders":"","keywords":"Noun; Linguistics; Selection (genetic algorithm); Adjective; Point (geometry); Lexical item; Verb; Computer science; Statement (logic); Part of speech; Psychology; Artificial intelligence; Mathematics; Philosophy","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":[0.013452,0.0007924538,0.001090465,0.002741197,0.003029364,0.006074317,0.001932974,0.001722675,0.01177579],"category_scores_gemma":[0.06086792,0.0006671708,0.0004640998,0.002187165,0.002397044,0.01068961,0.006233125,0.002992988,0.005231452],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003755326,"about_ca_system_score_gemma":0.008925491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003316906,"about_ca_topic_score_gemma":0.006883598,"domain_scores_codex":[0.9881756,0.007148963,0.000647773,0.001690517,0.001752895,0.0005842826],"domain_scores_gemma":[0.9552709,0.02429374,0.004293351,0.003683729,0.008703046,0.003755141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0006160561,0.001352244,0.05625838,0.002682575,0.00007458308,0.0005653023,0.1402535,0.001332976,0.01782835,0.09766573,0.02708516,0.6542851],"study_design_scores_gemma":[0.0002921289,0.001168276,0.06624244,0.005375224,0.0002895022,0.0007817619,0.2418196,0.02245029,0.02263718,0.3136165,0.3250611,0.0002659862],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.506434,0.003184943,0.3693292,0.02299829,0.0006424563,0.002770415,0.0008159776,0.00148888,0.09233585],"genre_scores_gemma":[0.660841,0.001082828,0.3271472,0.002082241,0.00005474276,0.00194801,0.000546062,0.0003453305,0.005952466],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.013452,"threshold_uncertainty_score":0.07114178,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02360876357001458,"score_gpt":0.3300622041231207,"score_spread":0.3064534405531061,"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."}}