{"id":"W7055196496","doi":"","title":"CASE STUDY OF THE TOEFL IBT PREPARATION COURSE","year":2007,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Test of English as a Foreign Language; Test (biology); Teaching method; Data collection; Test preparation; Course (navigation); Qualitative research; Needs analysis","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":[],"consensus_categories":[],"category_scores_codex":[0.0002559034,0.0001575646,0.0001472818,0.000121503,0.0001655759,0.00005056037,0.000389232,0.00008979368,0.000007728197],"category_scores_gemma":[0.000005590719,0.0001471951,0.00006475095,0.0004928269,0.00004680307,0.000501203,0.00009549701,0.0002536242,0.00003030913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009358984,"about_ca_system_score_gemma":0.00002679445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001130616,"about_ca_topic_score_gemma":0.004297139,"domain_scores_codex":[0.9990788,0.00007050487,0.000208368,0.0002071547,0.0002128631,0.0002223422],"domain_scores_gemma":[0.9991273,0.00006034911,0.0000763712,0.0005530472,0.00007997374,0.0001029331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000308883,0.00033711,0.9915665,0.00003101999,0.00008637787,0.0006961494,0.002249784,0.001515794,0.003084682,0.00005348653,0.00000444739,0.0003437505],"study_design_scores_gemma":[0.001463457,0.0001888281,0.9756385,0.00005018893,0.0002292517,0.0004642719,0.004933977,0.00001492133,0.01558506,0.00003549412,0.00101795,0.0003781204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970766,0.00001842262,0.001668204,0.00001621956,0.000155074,0.0005215627,0.0000114122,0.0001671583,0.0003653463],"genre_scores_gemma":[0.9982899,0.0000034587,0.00001565416,0.00002286469,0.00004066746,0.000001495558,0.000003015842,0.0000234928,0.00159949],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01592803,"threshold_uncertainty_score":0.6002442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08128569765519182,"score_gpt":0.3183355171208723,"score_spread":0.2370498194656804,"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."}}