{"id":"W2469956075","doi":"10.5539/ijel.v6n4p12","title":"Validating an Academic Group Tutorial Discussion Speaking Test","year":2016,"lang":"en","type":"article","venue":"International Journal of English Linguistics","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rubric; Psychology; Grading (engineering); Active listening; Cronbach's alpha; Test (biology); Construct validity; Face validity; Applied psychology; Mathematics education; Social psychology; Clinical psychology; Psychometrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0005948169,0.0001364883,0.0001706856,0.0001607939,0.0001317106,0.0003335917,0.000918937,0.00006057472,0.0005794017],"category_scores_gemma":[0.05039041,0.00007383407,0.0000966819,0.00002247551,0.0001735676,0.0004687729,0.0001200224,0.0003453682,0.00001240695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00012138,"about_ca_system_score_gemma":0.00008912737,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001919745,"about_ca_topic_score_gemma":0.0000742781,"domain_scores_codex":[0.9983506,0.00008332553,0.0006761844,0.00012022,0.0006120325,0.00015768],"domain_scores_gemma":[0.989,0.000583724,0.0007027129,0.0002053315,0.009415756,0.00009251695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001100259,0.0003057422,0.005139832,0.00001132787,0.0001737129,0.00005662819,0.0426004,0.00003014538,0.0007140319,0.9329101,0.006780207,0.01116785],"study_design_scores_gemma":[0.001009474,0.0001644052,0.0003254245,0.0004009969,0.0000507872,0.000004410077,0.01150273,0.00002051029,0.0003892259,0.01198348,0.9739273,0.0002212361],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1718624,0.000602656,0.002433838,0.001392544,0.2266219,0.0003191217,0.0004911173,0.0003585863,0.5959178],"genre_scores_gemma":[0.9121386,0.00005879471,0.000780368,0.00007658691,0.08645935,0.000001210229,0.00001393697,0.00002319316,0.0004479784],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9671471,"threshold_uncertainty_score":0.9576085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04612066075859254,"score_gpt":0.3314109014771126,"score_spread":0.28529024071852,"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."}}