{"id":"W4413150471","doi":"10.64152/10125/25181","title":"From the editors","year":2003,"lang":"en","type":"article","venue":"Language learning & technology","topic":"Human auditory perception and evaluation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Linguistics; Mathematics education; World Wide Web; Natural language processing; Psychology; Philosophy","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001237643,0.00007477545,0.00007016593,0.0000599189,0.0000862715,0.0000161284,0.0001186028,0.0001342062,0.009396479],"category_scores_gemma":[0.0002107857,0.00005957003,0.00002293165,0.0001587446,0.00004599529,0.00003096439,0.00001096954,0.0003935743,0.004172987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003500305,"about_ca_system_score_gemma":0.000005213763,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003862509,"about_ca_topic_score_gemma":0.00001410127,"domain_scores_codex":[0.9995412,0.00004859285,0.00008628124,0.00009813716,0.00008328888,0.0001424649],"domain_scores_gemma":[0.9997229,0.00004359193,0.00001673963,0.0001892194,0.00001193099,0.00001564692],"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":[0.000005635644,0.00003999737,0.01314556,0.00002270891,0.0001529222,0.0000447821,0.02894577,0.05122311,0.1706133,0.001348073,0.6297151,0.1047431],"study_design_scores_gemma":[0.0002120472,0.00002142795,0.002128223,0.00001156494,0.0000138007,0.000005975388,0.007984583,0.002810474,0.003633644,0.0006411589,0.9823833,0.000153868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773702,0.0004697013,0.004254112,0.0005977706,0.002785527,0.00008522213,0.000001353706,0.002118864,0.01231725],"genre_scores_gemma":[0.9960761,0.000009684933,0.0003072967,0.00006569878,0.002102828,0.00001448995,0.00001015709,0.00002235751,0.001391401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3526682,"threshold_uncertainty_score":0.9966024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006785246502578342,"score_gpt":0.2345556047282298,"score_spread":0.2277703582256514,"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."}}