{"id":"W2774580744","doi":"10.1017/s0261444817000301","title":"Teaching and learning collocation in adult second and foreign language learning","year":2017,"lang":"en","type":"article","venue":"Language Teaching","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Timeline; Collocation (remote sensing); Meaning (existential); Linguistics; Foreign language; Mathematics education; Psychology; Computer science; Pedagogy; History; Philosophy","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":[0.004511683,0.0002490359,0.0003854809,0.0008295786,0.002106598,0.00262722,0.0005401315,0.000981422,0.005446097],"category_scores_gemma":[0.007794463,0.0002606843,0.0001779059,0.0007304863,0.00265245,0.004195929,0.002822284,0.001680549,0.00113712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002145643,"about_ca_system_score_gemma":0.003682938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003440359,"about_ca_topic_score_gemma":0.01057465,"domain_scores_codex":[0.9982324,0.001015877,0.00006983793,0.0002096364,0.0002842544,0.0001879556],"domain_scores_gemma":[0.9954738,0.00223873,0.0003106431,0.0002537412,0.0004700121,0.00125295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002469391,0.003141971,0.04010722,0.0008923624,0.00001615583,0.0007797161,0.290287,0.0006767762,0.005926642,0.04165338,0.0227501,0.5935217],"study_design_scores_gemma":[0.0002456324,0.002643004,0.1377495,0.003208259,0.00005833123,0.002661081,0.3685803,0.003297438,0.01408657,0.1583809,0.3089018,0.000187191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8926429,0.005522406,0.01323056,0.007656327,0.0004150387,0.0001534016,0.00005089201,0.0001737476,0.08015487],"genre_scores_gemma":[0.9730244,0.002194059,0.01256285,0.0004259559,0.000036497,0.00008371594,0.00003109237,0.00002831602,0.01161308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005446097,"threshold_uncertainty_score":0.02386034,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009376308145523517,"score_gpt":0.3126739023206339,"score_spread":0.3032975941751104,"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."}}