{"id":"W4393677978","doi":"10.5281/zenodo.8387743","title":"Replication Package: Block-based or Graph-Based? Why Not Both? Designing a Hybrid Programming Environment for End-users","year":2025,"lang":"en","type":"dataset","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Distributed and Parallel Computing Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Replication (statistics); Block (permutation group theory); Graph; Programming language; Operating system; Theoretical computer science; Biology; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.01597202,0.002052451,0.001408526,0.001033183,0.0007967436,0.003133864,0.003906762,0.001418729,0.1676974],"category_scores_gemma":[0.08813673,0.001954326,0.002003164,0.00103045,0.0009341082,0.005219002,0.004055195,0.003465778,0.1303566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000766065,"about_ca_system_score_gemma":0.002840575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002021764,"about_ca_topic_score_gemma":0.002157723,"domain_scores_codex":[0.992593,0.002897881,0.0008246618,0.001586543,0.001609194,0.0004887125],"domain_scores_gemma":[0.9224652,0.03203164,0.002046007,0.02701092,0.01458107,0.001865073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001270159,0.0003395936,0.002305218,0.001705947,0.0001970993,0.0001105283,0.001092023,0.001416038,0.005017945,0.005342183,0.888959,0.09224433],"study_design_scores_gemma":[0.002126472,0.0005670007,0.006707129,0.0009354998,0.0002625013,0.0002670135,0.0007519054,0.01225134,0.01921907,0.02763251,0.9289,0.0003795469],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"dataset","genre_scores_codex":[0.007177535,0.0004568251,0.317955,0.003795227,0.002191174,0.005285145,0.115087,0.522028,0.02602403],"genre_scores_gemma":[0.04883616,0.0004444483,0.5091863,0.003171734,0.0006057351,0.02913678,0.1064825,0.2706594,0.03147702],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.1676974,"threshold_uncertainty_score":0.5610037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03695469897100161,"score_gpt":0.2567896617872215,"score_spread":0.2198349628162199,"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."}}