{"id":"W7014581841","doi":"","title":"Productive Collocation Knowledge at Advanced CEFR Levels: Evidence from the Development of a Test for Advanced L2 French","year":2018,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Collocation (remote sensing); Language proficiency; Component (thermodynamics); Volume (thermodynamics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0112098,0.001350476,0.0009575831,0.002931868,0.00224349,0.003723001,0.002469672,0.002522028,0.005059422],"category_scores_gemma":[0.04499424,0.0004678089,0.0006997762,0.002164245,0.004711815,0.004631663,0.003038325,0.001862421,0.001800312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006929379,"about_ca_system_score_gemma":0.007030706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3238278,"about_ca_topic_score_gemma":0.36454,"domain_scores_codex":[0.9911619,0.002847148,0.0004712708,0.001334121,0.003249197,0.0009362485],"domain_scores_gemma":[0.9473557,0.02373984,0.004378051,0.004013022,0.01746068,0.003052674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002691358,0.00372624,0.6619347,0.001083154,0.0004664401,0.002116649,0.05373474,0.0008607469,0.006137212,0.005338114,0.009999242,0.2519114],"study_design_scores_gemma":[0.0001842249,0.002033261,0.9627155,0.0005077139,0.0001872598,0.0006336687,0.0107278,0.0006145999,0.003130025,0.00214943,0.01699139,0.0001251265],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982506,0.001785111,0.0003833054,0.0008230465,0.00006249817,0.0001004095,0.0006385656,0.00004612362,0.01365483],"genre_scores_gemma":[0.9937745,0.0007338063,0.0005802885,0.0004871634,0.00001731931,0.0001446259,0.0007873122,0.00003281855,0.003442239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3238278,"threshold_uncertainty_score":0.6438859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04830657007797693,"score_gpt":0.3090441699792589,"score_spread":0.260737599901282,"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."}}