{"id":"W6950658107","doi":"10.5281/zenodo.7293243","title":"A template README for social science replication packages","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université du Québec à Montréal","funders":"","keywords":"Replication (statistics); Workflow; Code (set theory); File format; Research data","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01169071,0.002493362,0.001773084,0.004649969,0.001476046,0.00639848,0.004581396,0.003706808,0.3158187],"category_scores_gemma":[0.08769792,0.003633129,0.003496005,0.004206009,0.001035109,0.007428309,0.005583556,0.005040478,0.2275259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001867903,"about_ca_system_score_gemma":0.004389035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002439985,"about_ca_topic_score_gemma":0.002354157,"domain_scores_codex":[0.993883,0.002072923,0.001313361,0.000958406,0.001385283,0.0003870047],"domain_scores_gemma":[0.9318645,0.03867356,0.002424193,0.01477776,0.01089879,0.001361348],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005439068,0.000113057,0.0008177531,0.001609405,0.00008791045,0.0003148937,0.0008571197,0.001558116,0.001467286,0.01967228,0.8906676,0.08229067],"study_design_scores_gemma":[0.0003210355,0.00006110912,0.0008133697,0.0006127259,0.00003787901,0.0002764845,0.0001867743,0.004475516,0.004114936,0.0366543,0.9522856,0.0001601735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001036533,0.000183891,0.4473346,0.001539011,0.001386872,0.001288661,0.1322709,0.3936418,0.0213178],"genre_scores_gemma":[0.01038164,0.0004069539,0.415369,0.002188903,0.0008185374,0.006087476,0.1325706,0.384973,0.04720386],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9883093,"threshold_uncertainty_score":0.9759015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03629917857560683,"score_gpt":0.2451929741418635,"score_spread":0.2088937955662566,"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."}}