{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004534649,0.00008899357,0.0001362873,0.00014418,0.00006482079,0.00002126017,0.0005120095,0.00005423098,0.003508811],"category_scores_gemma":[0.001125736,0.00006795718,0.00007772385,0.0001662577,0.0001762132,0.00001228665,0.00006095472,0.0002555197,0.00005393041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009450158,"about_ca_system_score_gemma":0.0001693286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001213388,"about_ca_topic_score_gemma":0.000004644606,"domain_scores_codex":[0.9988969,0.00004681299,0.0004702341,0.0001167334,0.0003605327,0.0001087692],"domain_scores_gemma":[0.9967819,0.0001321141,0.0005763068,0.0001612819,0.002303801,0.00004455841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001610046,0.00125425,0.002427132,0.00002994127,0.002089284,0.00006105033,0.07301335,0.0006600475,0.01226406,0.8563055,0.02026214,0.03002317],"study_design_scores_gemma":[0.006000117,0.0005430701,0.05242697,0.0005652364,0.0003240035,0.0005273517,0.02129495,0.0003480806,0.0649355,0.02130853,0.8310069,0.0007192944],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2851381,0.001215018,0.002817957,0.0004943077,0.02738767,0.0002826469,0.00003984449,0.00002650068,0.6825979],"genre_scores_gemma":[0.9906237,0.000001769253,0.001162854,0.0006407776,0.007089787,0.000003126223,0.000003382927,0.00001357231,0.0004610305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.834997,"threshold_uncertainty_score":0.9974021,"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."}}