{"id":"W2130525207","doi":"10.3968/7157","title":"An Empirical Research on the Noticing Function of Oral Output","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Second Language Acquisition and Learning","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Comprehension; Task (project management); Function (biology); Group (periodic table); Control (management); Psychology; Experimental research; Mathematics education; Empirical research; Production (economics); Computer science; Artificial intelligence; Mathematics; Statistics; Management; Economics; Microeconomics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002148432,0.00003795813,0.00006380556,0.0001461529,0.0002135526,0.00002378824,0.0002358438,0.00004312518,0.007275878],"category_scores_gemma":[0.00009707799,0.00002776088,0.00001948649,0.0007853376,0.0005200243,0.0001056013,0.00001685777,0.0001518454,0.0001112757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006500111,"about_ca_system_score_gemma":0.0003097701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001704707,"about_ca_topic_score_gemma":5.538412e-7,"domain_scores_codex":[0.9987776,0.0003128535,0.0001245526,0.0001593811,0.0004700401,0.0001556196],"domain_scores_gemma":[0.9991367,0.0001044366,0.00007837819,0.0001726848,0.0004379197,0.00006983666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001699795,0.0008259554,0.004164095,0.000005859471,0.000009756716,4.452587e-7,0.09288658,0.00001364737,0.005113814,0.8219297,0.05390388,0.02097628],"study_design_scores_gemma":[0.0001464959,0.0002737871,0.9177666,0.000007338992,0.000004595256,5.019567e-7,0.04930092,0.00000845713,0.0003995644,0.001039399,0.03100112,0.00005120991],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7772137,0.00005677008,0.00002269955,0.001352748,0.001002416,0.00006986952,4.904221e-7,0.0000110701,0.2202703],"genre_scores_gemma":[0.9926906,6.453799e-8,0.0000434879,0.002068573,0.0002774074,0.000008782965,0.000001795211,0.000003931392,0.004905378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9136025,"threshold_uncertainty_score":0.9936316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2501370110525876,"score_gpt":0.526865693374208,"score_spread":0.2767286823216204,"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."}}