{"id":"W2618497913","doi":"10.25071/ryr.v1i0.40316","title":"A Comparison of “Dude” with “Man” in Spoken Discourse (abstract)","year":2014,"lang":"en","type":"article","venue":"Revue YOUR Review (York Online Undergraduate Research)","topic":"Linguistic Variation and Morphology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Linguistics; Context (archaeology); Interim; Corpus linguistics; Speech corpus; Computer science; Phase (matter); Spoken language; Psychology; Sociology; Natural language processing; Artificial intelligence; History; Speech synthesis","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":[0.005182212,0.0001758002,0.0007771646,0.0002733684,0.0002373082,0.00004129313,0.0006092943,0.000120582,0.0001759177],"category_scores_gemma":[0.004236777,0.0001452976,0.0001106706,0.001173345,0.0005777171,0.00008612849,0.0001013208,0.0006717824,0.00008801014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001696357,"about_ca_system_score_gemma":0.0004580407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003532653,"about_ca_topic_score_gemma":0.01188088,"domain_scores_codex":[0.9959942,0.00130895,0.0007570579,0.0004111652,0.0008647331,0.0006639496],"domain_scores_gemma":[0.9977458,0.0006919248,0.00035207,0.0005002174,0.0004451787,0.0002648663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001923436,0.003547234,0.05194239,0.006914081,0.0001461083,0.00012438,0.009139585,0.0001884216,0.0001032813,0.7815237,0.02157184,0.1246066],"study_design_scores_gemma":[0.001494703,0.0005338747,0.01299105,0.01160519,0.0001057446,0.00001682821,0.00400364,0.0007777829,0.00002099795,0.01376096,0.954132,0.0005572276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.15898,0.07163927,0.002035589,0.5792421,0.001192072,0.007680492,0.0001666541,0.0003983215,0.1786656],"genre_scores_gemma":[0.9701228,0.02512793,0.001990479,0.0002807681,0.0004556894,0.000025821,0.00007715826,0.0000332819,0.001886129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9325601,"threshold_uncertainty_score":0.6629808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1875862978126364,"score_gpt":0.5017934374813016,"score_spread":0.3142071396686651,"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."}}