{"id":"W7097850774","doi":"","title":"L2 learner production and processing of collocation: A multi-study perspective,’ The Canadian Modern Language Review 64/3","year":2008,"lang":"en","type":"article","venue":"","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fluency; Intuition; Word lists by frequency; Language proficiency; Corpus linguistics; First language; Word processing; Quarter (Canadian coin)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003189615,0.00008122691,0.0001311096,0.00007247521,0.0003074631,0.00001251636,0.00007496309,0.00003573079,0.004927721],"category_scores_gemma":[0.0001587424,0.0000562798,0.00002400008,0.000225212,0.00008738323,0.00006629928,0.00001051579,0.0001507296,0.00003196173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005057696,"about_ca_system_score_gemma":0.0001000425,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06278494,"about_ca_topic_score_gemma":0.06354741,"domain_scores_codex":[0.9992093,0.0001709081,0.0001505347,0.0002340355,0.0001021446,0.000133102],"domain_scores_gemma":[0.9994718,0.00001736475,0.00007412106,0.0002280396,0.0001518278,0.00005683467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006086556,0.0007927668,0.01776722,0.0003643663,0.0002165506,0.0002447665,0.9125108,0.00004187223,0.0007023725,0.001102549,0.01243933,0.05375654],"study_design_scores_gemma":[0.001695948,0.0002910716,0.3700273,0.000483899,0.0001839168,0.001463856,0.6183765,0.0009084779,0.0001324684,0.00002161218,0.00588803,0.0005268797],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8146152,0.1438802,0.0001895905,0.004977956,0.0001608509,0.001409709,0.000002705287,0.00008563661,0.03467809],"genre_scores_gemma":[0.986083,0.00006763179,0.0001259014,0.003075181,0.00007419558,0.00004628729,0.000003221078,0.00001162301,0.01051294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3522601,"threshold_uncertainty_score":0.9959819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04969030175951636,"score_gpt":0.3592169255875299,"score_spread":0.3095266238280135,"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."}}