{"id":"W4244833923","doi":"10.22148/001c.22222","title":"Voice","year":2021,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Language, Metaphor, and Cognition","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Style (visual arts); Vernacular; Passive voice; Linguistics; Reading (process); Criticism; Computer science; Art; Literature; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001581702,0.00007502954,0.0001854167,0.00004216932,0.00003977037,0.00004302851,0.0001005836,0.0000610928,0.001721194],"category_scores_gemma":[0.0001136065,0.00004820457,0.0002054693,0.0002113536,0.00002481473,0.0001268862,0.00001344708,0.000216412,0.0002164589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002339815,"about_ca_system_score_gemma":0.00003502978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006957295,"about_ca_topic_score_gemma":0.00001319865,"domain_scores_codex":[0.9991911,0.00007733739,0.0003142836,0.00007629695,0.0002095292,0.0001314583],"domain_scores_gemma":[0.9989284,0.00004139606,0.0002287791,0.00009987049,0.0006187047,0.00008289311],"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":[0.0007957685,0.002547201,0.01152298,0.0001472968,0.006200474,0.01705021,0.05106996,0.0002553872,0.06278152,0.05914335,0.6601545,0.1283314],"study_design_scores_gemma":[0.00710062,0.001067644,0.07725433,0.000299504,0.003262618,0.01761165,0.1352147,0.0002379428,0.02373529,0.02119679,0.7118347,0.00118422],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.918884,0.003712745,0.001009274,0.001868813,0.001772898,0.00002981647,0.000006888034,0.00001364946,0.07270185],"genre_scores_gemma":[0.9780489,0.0001193049,0.0005585279,0.0008641424,0.000915299,3.17298e-7,0.000006315618,0.000006578453,0.01948061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1271472,"threshold_uncertainty_score":0.9991913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03719127276204112,"score_gpt":0.3307161208707724,"score_spread":0.2935248481087313,"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."}}