{"id":"W4250931535","doi":"10.26686/wgtn.13670677.v1","title":"L2 learner production and processing of collocation: A multi-study perspective","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collocation (remote sensing); Adjective; Linguistics; Fluency; Intuition; Psychology; Noun; First language; Popularity; Quarter (Canadian coin); Natural language processing; Artificial intelligence; Computer science; History","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":[0.007526062,0.0003752089,0.0006342944,0.003263026,0.001780532,0.004376632,0.0008642235,0.0009167675,0.002753793],"category_scores_gemma":[0.01034286,0.0003304594,0.0003826862,0.002147677,0.001930723,0.00388844,0.003013014,0.0006387441,0.0004063772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001938401,"about_ca_system_score_gemma":0.001797474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009099679,"about_ca_topic_score_gemma":0.01257928,"domain_scores_codex":[0.9965127,0.002231841,0.0001303287,0.0004308347,0.0004452928,0.0002490912],"domain_scores_gemma":[0.9887166,0.008110969,0.0009492153,0.0005724711,0.001234181,0.0004165926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0004293124,0.0005084737,0.3441067,0.001281732,0.0004043623,0.002878955,0.4476265,0.0003945911,0.005741064,0.008573576,0.001647422,0.1864073],"study_design_scores_gemma":[0.00005518557,0.001153018,0.4436029,0.001246997,0.0003008682,0.002930272,0.4930094,0.001967689,0.004789147,0.0133145,0.03751415,0.0001157998],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9675856,0.01188099,0.004213854,0.001735603,0.00003779709,0.00007193557,0.0001599927,0.00003044308,0.01428377],"genre_scores_gemma":[0.9916756,0.003649614,0.001686655,0.0002325344,0.00002557055,0.00009117186,0.00008380326,0.00001825139,0.002536817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009099679,"threshold_uncertainty_score":0.03980207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05068888009194656,"score_gpt":0.3866964666436855,"score_spread":0.336007586551739,"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."}}