{"id":"W874965566","doi":"","title":"English for academic purposes: An advanced resource book (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":"Resource (disambiguation); Computer science; Library science; World Wide Web","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":[0.001660087,0.0008839142,0.002358903,0.006989974,0.0006725717,0.001970291,0.001566062,0.00154988,0.02782538],"category_scores_gemma":[0.004445779,0.0003770692,0.0006673303,0.01293014,0.0008240945,0.001756132,0.001246597,0.001460797,0.008866589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0034501,"about_ca_system_score_gemma":0.01325129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07241385,"about_ca_topic_score_gemma":0.2352943,"domain_scores_codex":[0.9990421,0.0001160212,0.0001347287,0.00004419452,0.0005653274,0.00009767082],"domain_scores_gemma":[0.9966366,0.000836445,0.000349571,0.00006872245,0.001766708,0.0003419102],"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":[0.00003380876,0.00002325189,0.00007637856,0.0113232,0.00004251387,0.00007933281,0.00003843366,0.00004418902,0.0001937666,0.0003616191,0.7780032,0.2097804],"study_design_scores_gemma":[0.00003515401,0.00002361198,0.001387609,0.01053456,0.0001330274,0.0001958086,0.00007445973,0.00001189214,0.00006232698,0.0001810141,0.9873462,0.00001438523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001216707,0.9833406,0.0001619354,0.004238175,0.00403619,0.0001111146,0.0006418162,0.00004005957,0.007308534],"genre_scores_gemma":[0.001133432,0.9744025,0.0005183713,0.005741616,0.001884907,0.0001466812,0.0006645499,0.00002204968,0.01548583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.07241385,"threshold_uncertainty_score":0.1439847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02337706890747762,"score_gpt":0.248571666260532,"score_spread":0.2251945973530544,"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."}}