{"id":"W4253200149","doi":"10.1016/j.esp.2020.12.005","title":"Book Review","year":2021,"lang":"en","type":"article","venue":"English for Specific Purposes","topic":"Doctoral Education Challenges and Solutions","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Variation (astronomy); Sociology; Doctoral dissertation; Period (music); Linguistics; Higher education; Epistemology; Social science; Psychology; Political science; Philosophy; Aesthetics; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002857279,0.0001154503,0.0002565983,0.00003028674,0.0005924861,0.0000129115,0.0001395308,0.00009567616,0.02068248],"category_scores_gemma":[0.0008613512,0.000108262,0.0001396823,0.0001744736,0.00003136635,0.0001517024,0.0000533598,0.0002755579,0.0004202234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000100128,"about_ca_system_score_gemma":0.0003596727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003164142,"about_ca_topic_score_gemma":0.00001296748,"domain_scores_codex":[0.9986507,0.0001451077,0.0004108881,0.0002770301,0.000140914,0.0003753099],"domain_scores_gemma":[0.9981232,0.0004098658,0.0001114452,0.0004054136,0.0008091474,0.0001409155],"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":[0.000003593081,0.00006065251,0.00003017974,0.0005804523,0.00001166311,0.000001613262,0.000955127,2.569426e-7,0.00001027231,0.01697963,0.9799916,0.001375028],"study_design_scores_gemma":[0.0002745157,0.0000181627,0.0001919924,0.0008475265,0.00001799214,8.961437e-7,0.002494319,0.000001162512,0.00003151846,0.0002895003,0.9957089,0.0001235096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000121569,0.874549,0.0002393753,0.0182327,0.007100967,0.001049223,0.0001122375,0.0001855301,0.09840938],"genre_scores_gemma":[0.0005873325,0.60942,0.001830865,0.0552823,0.006251006,0.001512184,0.0004089346,0.00006223805,0.3246451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.265129,"threshold_uncertainty_score":0.9802127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1900301643070331,"score_gpt":0.5160572580039633,"score_spread":0.3260270936969302,"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."}}