{"id":"W2412711847","doi":"","title":"Synthesizing Research on Language Learning and Teaching (review)","year":2007,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Mathematics education; Linguistics; Natural language processing; Psychology; Philosophy","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":[0.01044457,0.001208496,0.005151073,0.01676819,0.001067349,0.005719669,0.002246709,0.001997475,0.00785026],"category_scores_gemma":[0.03940095,0.0008014587,0.001784485,0.03074227,0.001901761,0.00244821,0.001932509,0.00200332,0.001007718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008846995,"about_ca_system_score_gemma":0.04233147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1701679,"about_ca_topic_score_gemma":0.4534232,"domain_scores_codex":[0.9940801,0.001534448,0.001391046,0.0005743647,0.002151996,0.0002680409],"domain_scores_gemma":[0.9658572,0.02184802,0.002727078,0.0007222482,0.008098827,0.0007466252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002178596,0.00005938085,0.001282817,0.4709825,0.003326052,0.0002066073,0.0009338637,0.0002092682,0.0006155421,0.002291294,0.0610554,0.4588195],"study_design_scores_gemma":[0.0001621268,0.0001391728,0.008249776,0.4163551,0.01314222,0.0003203053,0.001340604,0.00005249581,0.0002927861,0.001592538,0.5582995,0.00005337623],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000127614,0.9978847,0.00004128638,0.0009091489,0.0003918996,0.00001989949,0.0001240424,0.000003367243,0.0004981071],"genre_scores_gemma":[0.002149153,0.9961617,0.0002383577,0.0009284471,0.0002372702,0.00003235476,0.0001066622,0.000002742449,0.0001433805],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1701679,"threshold_uncertainty_score":0.3383549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04939185501983098,"score_gpt":0.3034097824727968,"score_spread":0.2540179274529658,"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."}}