{"id":"W7095007338","doi":"10.5281/zenodo.17444615","title":"What Does Reproducibility Look Like for DH Projects?","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Presentation (obstetrics); Key (lock); Process (computing); Function (biology); Salient; Variety (cybernetics); Component (thermodynamics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3132703,0.001210367,0.001983861,0.008035483,0.01633393,0.0571631,0.007511143,0.01219892,0.0137454],"category_scores_gemma":[0.5814587,0.001341879,0.003091924,0.01415699,0.04195704,0.07894041,0.02480544,0.01040147,0.007441245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01219476,"about_ca_system_score_gemma":0.03108373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004921983,"about_ca_topic_score_gemma":0.003562536,"domain_scores_codex":[0.6278936,0.2505559,0.02569424,0.02372887,0.06337534,0.008752013],"domain_scores_gemma":[0.3584131,0.3094346,0.02443242,0.2136043,0.07883933,0.01527625],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001160936,0.00009050008,0.00879761,0.001391926,0.0001740702,0.0003786007,0.01818142,0.001182411,0.0005312227,0.7209203,0.07424662,0.1739892],"study_design_scores_gemma":[0.0000569022,0.0001032914,0.00275056,0.002095332,0.00007500469,0.0005074284,0.008439307,0.0009042906,0.001139708,0.5725517,0.4112119,0.000164541],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01508467,0.01603899,0.202468,0.6145196,0.01550033,0.0006713519,0.001192069,0.004296679,0.1302283],"genre_scores_gemma":[0.5294576,0.02373373,0.2606339,0.08666022,0.01976053,0.004371769,0.003333771,0.01093964,0.0611089],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6867297,"threshold_uncertainty_score":0.8468601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065400339850552,"score_gpt":0.3751398313690084,"score_spread":0.2685997973839532,"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."}}