{"id":"W4319589826","doi":"10.1109/wslm54683.2022.00037","title":"Organizing Committee: WSLM 2022","year":2022,"lang":"en","type":"article","venue":"","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004218494,0.00006416153,0.00007736036,0.00005590278,0.001341358,0.0002184522,0.0002630035,0.00001353452,0.08989926],"category_scores_gemma":[0.00003865061,0.00006068984,0.0000324071,0.00004667351,0.00004249025,0.0002258551,0.0002381691,0.0004585306,0.0001032648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003666514,"about_ca_system_score_gemma":0.00002301945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000412456,"about_ca_topic_score_gemma":0.00006844864,"domain_scores_codex":[0.9992904,0.00005915431,0.0001293237,0.0001235556,0.0002189304,0.0001786203],"domain_scores_gemma":[0.9997103,0.00007314229,0.00004043777,0.0001115565,0.00002885595,0.00003568162],"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":[0.000001399612,0.00001267758,0.0003154109,0.00000309377,0.000005222412,0.000002732645,0.01344635,0.000004399668,0.00003614445,0.4498506,0.535111,0.001210989],"study_design_scores_gemma":[0.00008847535,0.00001860819,0.00002464241,0.000001606674,0.000004238099,0.00000672588,0.04131047,0.00008148982,0.00001640465,0.002345006,0.9560047,0.00009762055],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0504935,0.0002808305,0.00002221443,0.006775249,0.0009156526,0.00005801491,0.0000282156,0.0003183155,0.941108],"genre_scores_gemma":[0.8702052,0.000002914823,0.00003871556,0.003967746,0.0009515955,0.00001254086,0.00002490766,0.0000164324,0.12478],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8197116,"threshold_uncertainty_score":0.9999588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0285684675610577,"score_gpt":0.2072457722970915,"score_spread":0.1786773047360338,"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."}}