{"id":"W4401544215","doi":"10.1145/3643991.3644931","title":"On the Executability of R Markdown Files","year":2024,"lang":"en","type":"article","venue":"","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of Windsor; Lakehead University","funders":"","keywords":"Computer science; Parallel computing","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.01856129,0.0006704192,0.0005456024,0.008774911,0.001482751,0.00335067,0.001115602,0.001120809,0.001206622],"category_scores_gemma":[0.1494064,0.0005411594,0.000848455,0.004084181,0.001534759,0.003853155,0.001557664,0.001828167,0.001263798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001199703,"about_ca_system_score_gemma":0.001809274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006384829,"about_ca_topic_score_gemma":0.007970693,"domain_scores_codex":[0.9829784,0.00405557,0.002502456,0.002761579,0.006895065,0.0008068284],"domain_scores_gemma":[0.6629299,0.2541224,0.03775655,0.02037628,0.02264768,0.002167211],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001671494,0.0006111469,0.696983,0.001301306,0.0002307253,0.002736788,0.01177867,0.008089802,0.02345974,0.002929509,0.01545095,0.2347569],"study_design_scores_gemma":[0.0001346766,0.001307679,0.7337705,0.001153925,0.000325951,0.007050978,0.007377524,0.1040611,0.08102054,0.007087477,0.05626944,0.0004401871],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9656633,0.001080651,0.01739766,0.0007924748,0.0000592039,0.0003021987,0.005767756,0.005041564,0.003895321],"genre_scores_gemma":[0.9271287,0.0008000054,0.04567342,0.0003595166,0.0001028784,0.0003159142,0.02074945,0.001835982,0.003034094],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9988844,"threshold_uncertainty_score":0.09816265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2176532302112393,"score_gpt":0.4362016895950086,"score_spread":0.2185484593837693,"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."}}