{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.07738935,0.0008592366,0.001694274,0.005077758,0.01205058,0.03362155,0.00465551,0.01523466,0.01949107],"category_scores_gemma":[0.1930148,0.000546189,0.0009072052,0.003784782,0.1169293,0.08041295,0.01359262,0.01554245,0.002251952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01062176,"about_ca_system_score_gemma":0.01439582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003096444,"about_ca_topic_score_gemma":0.002792439,"domain_scores_codex":[0.9484227,0.03870847,0.001395802,0.003240853,0.006937127,0.001295069],"domain_scores_gemma":[0.6711074,0.268268,0.005178917,0.0363555,0.01447605,0.004614063],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001136889,0.000007450833,0.00006795836,0.00007663116,0.000003519796,0.00003706143,0.01117619,0.00007099794,0.00003127288,0.9752532,0.006314723,0.006949662],"study_design_scores_gemma":[0.00001003369,0.000006917322,0.00003914944,0.0002674414,0.000002507736,0.00003270628,0.004951045,0.0002175474,0.00004669244,0.9227867,0.07162932,0.000009978037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01373887,0.05845062,0.06097368,0.589765,0.01085291,0.00008043913,0.0001702362,0.0004071264,0.2655611],"genre_scores_gemma":[0.8639241,0.02050631,0.02563181,0.03062345,0.01895206,0.0003954323,0.0001160369,0.0009537624,0.03889705],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9953445,"threshold_uncertainty_score":0.4092789,"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."}}