{"id":"W2900724141","doi":"10.1017/s0272263118000244","title":"SOCIAL ATTITUDES AND SPEECH RATINGS","year":2018,"lang":"en","type":"article","venue":"Studies in Second Language Acquisition","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Concordia University","funders":"","keywords":"Psychology; Intonation (linguistics); Context (archaeology); Audiology; Baseline (sea); Point (geometry); Linguistics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005271373,0.00005649976,0.0001133084,0.00005233523,0.0004180261,0.00002304498,0.00005386492,0.00005908579,0.001440238],"category_scores_gemma":[0.0004227246,0.00005527083,0.00001483556,0.00011227,0.0005427722,0.00006773724,0.00004977675,0.00005512741,0.0000287322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005823753,"about_ca_system_score_gemma":0.00002255666,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003504591,"about_ca_topic_score_gemma":0.006029223,"domain_scores_codex":[0.9993654,0.0001079286,0.0001192635,0.0001448989,0.00009971687,0.0001628248],"domain_scores_gemma":[0.9996848,0.00009247915,0.00004935346,0.00004693123,0.0001042612,0.00002220477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002924557,0.00005098376,0.007793304,0.00005408069,0.00005865834,0.00007936306,0.8725086,4.165494e-8,0.001752134,0.09664661,0.01098168,0.01004533],"study_design_scores_gemma":[0.003499588,0.0003976901,0.176419,0.000150685,0.00006962198,0.00003130481,0.6880964,0.00002177182,0.002857061,0.0319083,0.09559719,0.0009514506],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255491,0.0008283682,0.00001973019,0.0008620587,0.0005235206,0.0001143887,0.000004698076,0.00004471156,0.0720534],"genre_scores_gemma":[0.9950631,0.00004064423,0.000456708,0.001515667,0.001580411,0.000008183354,0.000004271088,0.000004131707,0.001326883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1844122,"threshold_uncertainty_score":0.9994726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03645075123138886,"score_gpt":0.4025887354149607,"score_spread":0.3661379841835718,"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."}}