{"id":"W6906470068","doi":"10.17605/osf.io/a8u2z","title":"The Effectiveness of Embedded Values Analysis Modules in Computer Science Education: Replication &amp; Expansion","year":2022,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Ethics in Business and Education","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Replication (statistics); Value (mathematics); Core (optical fiber); Replicate; Embedding","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1700262,0.001404951,0.001419855,0.001737295,0.001305113,0.002932264,0.003078918,0.001981775,0.0043673],"category_scores_gemma":[0.4254763,0.00134519,0.002978723,0.00205524,0.003499273,0.005814577,0.004702017,0.002680556,0.0008719737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003787148,"about_ca_system_score_gemma":0.009820119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006872914,"about_ca_topic_score_gemma":0.005917592,"domain_scores_codex":[0.790962,0.1710375,0.008765193,0.007547231,0.01950039,0.002187622],"domain_scores_gemma":[0.4033199,0.4369002,0.02480876,0.0915479,0.03998738,0.003435788],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01843966,0.03624636,0.175996,0.006628861,0.002527204,0.000381737,0.04415195,0.00435385,0.01076161,0.005145635,0.003674059,0.6916931],"study_design_scores_gemma":[0.007748808,0.1258506,0.7239352,0.005533705,0.00599478,0.0004120452,0.02503679,0.01949481,0.03573462,0.006685798,0.04307331,0.0004996071],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9601942,0.001452614,0.01227346,0.001542659,0.0003938637,0.01157267,0.0003376523,0.0002683171,0.01196454],"genre_scores_gemma":[0.9646264,0.0006727972,0.02494987,0.0006841594,0.000100096,0.006726634,0.0002231532,0.00008616231,0.001930842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8299738,"threshold_uncertainty_score":0.8991953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06551736006663066,"score_gpt":0.3906553857043738,"score_spread":0.3251380256377431,"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."}}