{"id":"W4244647240","doi":"10.1016/j.system.2018.07.016","title":"Book review","year":2018,"lang":"en","type":"article","venue":"System","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Interpersonal communication; Psychology; Competence (human resources); Coherence (philosophical gambling strategy); Perception; Communicative competence; Naturalness; Strengths and weaknesses; Linguistics; Pedagogy; Social psychology","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":["insufficient_payload"],"category_scores_codex":[0.0002753806,0.00005539593,0.0001115184,0.00001719386,0.0002733939,0.00004994864,0.0000747382,0.00001179852,0.005699452],"category_scores_gemma":[0.00001730934,0.00004123109,0.00003931966,0.00000900572,0.00005547526,0.00006158027,0.00001266877,0.00007688424,0.003705612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001745208,"about_ca_system_score_gemma":0.00000815196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005648929,"about_ca_topic_score_gemma":0.00001664477,"domain_scores_codex":[0.9995262,0.00007787123,0.0001197164,0.00009078364,0.00008089448,0.0001045338],"domain_scores_gemma":[0.9997204,0.00001522233,0.00004767938,0.0001466117,0.000044483,0.00002563267],"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":[7.103114e-7,0.000003038773,0.000009201112,0.0008130022,0.000007909545,0.000001908005,0.00584001,2.72369e-8,0.000002032547,0.0689782,0.9231849,0.001159017],"study_design_scores_gemma":[0.0000346374,0.00003046972,0.000004291542,0.002155371,0.00001114213,0.000004927937,0.0008432903,0.00001423676,0.00000451973,0.000004402376,0.9968345,0.00005826331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002762375,0.1559439,0.00002529957,0.0006954755,0.0008475587,0.000108388,0.000001925839,0.0002751807,0.841826],"genre_scores_gemma":[0.4528847,0.0005058285,0.00002475519,0.0171949,0.005630206,0.00002068556,0.000005784215,0.00003033336,0.5237027],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4526085,"threshold_uncertainty_score":0.9970701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029008030839681,"score_gpt":0.2531495539777796,"score_spread":0.2241415231380985,"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."}}