{"id":"W7135256168","doi":"","title":"Sounds Shifty","year":2010,"lang":"","type":"report","venue":"ScholarlyCommons (University of Pennsylvania)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vowel; Formant; Categorization; Perception; Variation (astronomy); Mid vowel","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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.009138444,0.003187177,0.005664166,0.005272859,0.004654619,0.001056309,0.01112931,0.007598491,0.03203468],"category_scores_gemma":[0.002106727,0.004890003,0.004461905,0.005184772,0.006030497,0.007741075,0.006468998,0.02166289,0.0282273],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002826405,"about_ca_system_score_gemma":0.0100999,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01191735,"about_ca_topic_score_gemma":0.04376743,"domain_scores_codex":[0.9807008,0.001913113,0.002271912,0.004440319,0.007230816,0.003443075],"domain_scores_gemma":[0.9741319,0.0009416852,0.007075997,0.008727798,0.006367117,0.002755473],"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":[0.007863413,0.01699243,0.2092073,0.008043507,0.0197358,0.01588596,0.02392795,0.0001064119,0.2030366,0.01253444,0.4013317,0.08133452],"study_design_scores_gemma":[0.004885585,0.0008336735,0.09138303,0.001280393,0.005295982,0.0008882142,0.006743213,0.0001407617,0.0002218395,0.001509445,0.882356,0.004461827],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4836169,0.003766485,0.001096467,0.001067912,0.007832995,0.003438304,0.01062601,0.001118883,0.4874361],"genre_scores_gemma":[0.8486132,0.003890227,0.01525728,0.00005337253,0.001252151,0.000003103791,0.002262261,0.00134998,0.1273184],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4810244,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03530932938409449,"score_gpt":0.2465802335298408,"score_spread":0.2112709041457463,"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."}}