{"id":"W2896340864","doi":"10.1111/ijal.12234","title":"Measuring productive collocational knowledge of the most frequent words","year":2018,"lang":"en","type":"article","venue":"International Journal of Applied Linguistics","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Linguistics; Psychology; Meaning (existential)","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":[0.001345118,0.0003324001,0.000244706,0.001577348,0.0003196753,0.0006237484,0.0002715942,0.0003802735,0.002610421],"category_scores_gemma":[0.01012044,0.0001313806,0.0002226614,0.0008623395,0.0004462994,0.0006920139,0.0006388994,0.0003528323,0.0005596293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002124818,"about_ca_system_score_gemma":0.0003998766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000858811,"about_ca_topic_score_gemma":0.001552363,"domain_scores_codex":[0.9990651,0.0002098551,0.0001883826,0.0001296464,0.0003146113,0.00009238297],"domain_scores_gemma":[0.9926941,0.003098886,0.002205769,0.00040002,0.001263734,0.000337383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003188218,0.0005848593,0.7953992,0.0004352247,0.0000904348,0.0002413507,0.009871332,0.0006087191,0.02598033,0.0003654539,0.0004444729,0.1656597],"study_design_scores_gemma":[0.000008781213,0.0006613015,0.9799784,0.0000733843,0.00005500919,0.0006987047,0.006346896,0.0008307597,0.008778618,0.0006162479,0.001922302,0.00002965014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971968,0.000084656,0.0009981014,0.00001896962,0.000003321067,0.0000312229,0.00009340372,0.000009413984,0.001564026],"genre_scores_gemma":[0.9967818,0.0001264636,0.002129194,0.00001056554,0.000003336914,0.00005450985,0.000145417,0.000003205445,0.0007454891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002610421,"threshold_uncertainty_score":0.008732736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02852409498576469,"score_gpt":0.3262846131286843,"score_spread":0.2977605181429196,"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."}}