{"id":"W4235130711","doi":"10.5070/l28433286","title":"General Editor's Preface","year":2016,"lang":"en","type":"article","venue":"L2 Journal","topic":"Second Language Learning and Teaching","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Sociology; Computer science","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":[0.0001948512,0.00006460773,0.00006895114,0.00004296663,0.000345778,0.0002061428,0.0001040804,0.00002071317,0.01465031],"category_scores_gemma":[0.00005261218,0.00003473079,0.00005747552,0.000005646467,0.00004563781,0.0002073862,0.00001427156,0.0002052537,0.0003032441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002141272,"about_ca_system_score_gemma":0.00001706832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004891517,"about_ca_topic_score_gemma":0.00004771577,"domain_scores_codex":[0.9994693,0.00005237182,0.00011147,0.00007158137,0.0001231448,0.0001721764],"domain_scores_gemma":[0.9997112,0.0000396116,0.00006828033,0.0000751289,0.0000372186,0.00006855845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002812014,0.00005793395,0.001701368,0.000008925364,0.00007721067,0.00009307296,0.04402982,0.000009913208,0.002506959,0.04698768,0.4967782,0.4077208],"study_design_scores_gemma":[0.0002971353,0.00004085304,0.0001894067,0.00002689655,0.000007501478,0.00006819017,0.001188808,0.000009747525,0.00008961189,0.0004527636,0.9975433,0.00008572147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8896698,0.0004158658,0.0005853128,0.001715613,0.01271216,0.0000258274,0.000004853207,0.00008601118,0.09478453],"genre_scores_gemma":[0.8153894,0.00001017816,0.000176849,0.0004496243,0.06513061,9.626576e-7,6.112029e-7,0.00001527358,0.1188265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5007652,"threshold_uncertainty_score":0.9862505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533769712325167,"score_gpt":0.2205108239178307,"score_spread":0.205173126794579,"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."}}