{"id":"W2324312475","doi":"10.1017/s0025100314000450","title":"IPA Student Awards granted in 2014","year":2015,"lang":"en","type":"article","venue":"Journal of the International Phonetic Association","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Phonetics; Sociology; Political science; Psychology; Linguistics; Philosophy; Computer science","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":[0.00219508,0.00007745317,0.0001654838,0.0001861402,0.00002706985,0.00003887702,0.0007016291,0.0001119235,0.0003253036],"category_scores_gemma":[0.0006320304,0.00005638885,0.0001104012,0.0001691651,0.00002658591,0.00006638447,0.00010367,0.0004725231,0.0001717426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008090957,"about_ca_system_score_gemma":0.0001523571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002579066,"about_ca_topic_score_gemma":0.0001450573,"domain_scores_codex":[0.9980057,0.0002821663,0.0004796869,0.00009698006,0.0009491639,0.0001862975],"domain_scores_gemma":[0.9984327,0.0002027492,0.0006088612,0.0001387842,0.0005482888,0.00006861993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003075927,0.0005879522,0.7337351,0.000001554608,0.0004391362,0.00003587796,0.01000411,0.0004316418,0.002183372,0.0003429094,0.2508402,0.001090562],"study_design_scores_gemma":[0.002236618,0.0001259509,0.9844962,0.00002480945,0.00001939365,0.00005218053,0.0006588442,0.0001179889,0.00053087,0.004773307,0.006893699,0.00007016089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751411,0.0002340949,0.00005040843,0.01006653,0.007389646,0.00009186795,0.000007497197,0.000004078422,0.007014771],"genre_scores_gemma":[0.9934185,0.00003442651,0.00004501839,0.0003041141,0.0004184255,0.000004527062,0.0000015476,0.000008935477,0.005764506],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2507611,"threshold_uncertainty_score":0.3561847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03322627596000056,"score_gpt":0.3782617643972284,"score_spread":0.3450354884372279,"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."}}