{"id":"W3195752246","doi":"10.1145/3447548.3470800","title":"Data Science on Blockchains","year":2021,"lang":"en","type":"article","venue":"","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Scalability; Computer science; Data science; Blockchain; Volume (thermodynamics); Computer security; Database","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003509678,0.00005712517,0.00006073308,0.00008280601,0.0002559414,0.00009513079,0.003283374,0.00003956983,0.00003044909],"category_scores_gemma":[0.0000950055,0.00005047166,0.00001105615,0.001254934,0.0001851064,0.0002297391,0.001888504,0.0001187641,0.0001268264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001672136,"about_ca_system_score_gemma":0.0002169168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004462936,"about_ca_topic_score_gemma":0.00002034856,"domain_scores_codex":[0.9988731,0.00001057072,0.00008911028,0.0006224851,0.0002076603,0.0001970965],"domain_scores_gemma":[0.9965203,0.00003809059,0.00002057385,0.003263839,0.000100186,0.0000569828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[1.131513e-7,0.00006031401,0.00003223541,5.439103e-7,0.000001386367,0.000007330904,0.00001751085,0.000002686912,0.001183186,0.9763107,0.001334824,0.02104919],"study_design_scores_gemma":[0.0003537425,0.00007119825,0.002475956,0.0000117258,0.000004648822,0.0001403377,0.0001011279,0.4443995,0.1657542,0.1049841,0.2812648,0.0004386573],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0395492,0.0001233969,0.8355921,0.03034695,0.0002813913,0.0001214283,0.00001509582,0.0009340367,0.09303641],"genre_scores_gemma":[0.9156414,0.00001482764,0.08236825,0.001475306,0.00001892578,0.000006142982,0.000003854205,0.000002239387,0.000469037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8760922,"threshold_uncertainty_score":0.6101381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03883777660225669,"score_gpt":0.2943354120981322,"score_spread":0.2554976354958756,"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."}}