{"id":"W4402812456","doi":"10.2139/ssrn.4939641","title":"Empowering Speech by Moderating It","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Language, Discourse, Communication Strategies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University; University of Toronto","funders":"","keywords":"Psychology; Linguistics; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006666575,0.0006488545,0.000380174,0.0008216082,0.002203091,0.004707316,0.000632055,0.001432554,0.01917659],"category_scores_gemma":[0.0296186,0.0002833428,0.0002730112,0.0006893845,0.002134291,0.003670583,0.004789286,0.001983009,0.002389632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006421501,"about_ca_system_score_gemma":0.001475864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003635975,"about_ca_topic_score_gemma":0.0006444323,"domain_scores_codex":[0.9952873,0.003102456,0.0001872517,0.0006111726,0.0004096324,0.0004020942],"domain_scores_gemma":[0.9533291,0.0388781,0.002449302,0.002071041,0.001204649,0.002067744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002472108,0.001950231,0.04020902,0.002101571,0.00021864,0.001678834,0.3148542,0.003850906,0.1330398,0.1787546,0.01184188,0.3090282],"study_design_scores_gemma":[0.0009177777,0.004271534,0.05300461,0.001757128,0.001223259,0.001083279,0.1405227,0.01944432,0.07420215,0.3617862,0.3415104,0.0002766863],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7321182,0.0009967773,0.05437416,0.01031835,0.0008463711,0.0002745957,0.0001518747,0.001027339,0.1998924],"genre_scores_gemma":[0.9880354,0.0001698701,0.00616149,0.0004488194,0.0001770055,0.0001388738,0.00003593021,0.0001127399,0.004719939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01917659,"threshold_uncertainty_score":0.06415212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02189927638967577,"score_gpt":0.30462967774717,"score_spread":0.2827304013574943,"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."}}