{"id":"W4390662579","doi":"10.1007/s42803-023-00081-y","title":"Open Times: The future of critique in the age of (un)replicability","year":2024,"lang":"en","type":"article","venue":"International Journal of Digital Humanities","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Transparency (behavior); Scholarship; Newspaper; Workflow; Intertextuality; Sociology; Computer science; Political science; Public relations; Data science; Media studies; Law; Literature; Art","routes":{"ca_aff":true,"ca_fund":true,"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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007327289,0.0001387173,0.0002497482,0.0001874395,0.00008632143,0.003270081,0.002102145,0.00003043298,0.001154643],"category_scores_gemma":[0.00007946383,0.00007625211,0.0002534149,0.00004309748,0.0006431108,0.002622403,0.0002224042,0.0003326141,0.000007012672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004471877,"about_ca_system_score_gemma":0.00009118001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006738702,"about_ca_topic_score_gemma":0.0005120512,"domain_scores_codex":[0.9983225,0.00006783084,0.0007511709,0.0001134006,0.0006199424,0.0001251539],"domain_scores_gemma":[0.9985047,0.0004868767,0.0002396358,0.000198861,0.0005536545,0.00001630281],"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":[0.00006905205,0.0001879648,0.0001377211,0.0000520714,0.0001548577,0.0001008709,0.04278784,0.000003816359,0.00000447968,0.9468145,0.003386423,0.006300389],"study_design_scores_gemma":[0.0002923963,0.0003292695,0.0007943712,0.0003899995,0.00003034709,0.0001177904,0.07304899,0.000006794662,0.00007157695,0.3495011,0.5752846,0.0001327204],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3864295,0.002955305,0.00001007447,0.003159276,0.001832367,0.0002558585,0.0004678197,0.0000140602,0.6048758],"genre_scores_gemma":[0.993902,0.00005676871,0.000006248618,0.0004247368,0.001141785,0.000006840957,0.00002071235,0.0000142362,0.004426722],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6074725,"threshold_uncertainty_score":0.9997584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05236601801137862,"score_gpt":0.3018597775962916,"score_spread":0.249493759584913,"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."}}