{"id":"W2957123389","doi":"10.1109/blockchain.2019.00057","title":"Decentralized and Collaborative AI on Blockchain","year":2019,"lang":"en","type":"article","venue":"","topic":"Blockchain Technology Applications and Security","field":"Computer Science","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"Microsoft (Canada)","funders":"","keywords":"Blockchain; Set (abstract data type); Order (exchange); Host (biology); Ideal (ethics); Incentive; Recommender system","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":[0.006339868,0.0006351041,0.001204661,0.0008978748,0.001745175,0.003331814,0.002207433,0.00182404,0.0146495],"category_scores_gemma":[0.01815856,0.0007031997,0.0006546751,0.001648074,0.002191887,0.007087302,0.006278452,0.002042328,0.002427166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001591044,"about_ca_system_score_gemma":0.003872767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004931296,"about_ca_topic_score_gemma":0.006130618,"domain_scores_codex":[0.9946637,0.002362274,0.0002748974,0.0008583613,0.00123896,0.000601834],"domain_scores_gemma":[0.9857278,0.006972147,0.0007347608,0.00441564,0.001197277,0.0009523094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008354529,0.0002868595,0.00292357,0.0001754496,0.00008611789,0.0006912001,0.0005064747,0.4811526,0.00279126,0.4161932,0.009234042,0.08512365],"study_design_scores_gemma":[0.0001081041,0.0000487652,0.0002303482,0.00003178537,0.000009838725,0.00007608322,0.00006862686,0.6289238,0.0007981274,0.3610748,0.008609298,0.00002047697],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09282194,0.0005501841,0.8605262,0.003868237,0.0001797058,0.0004881665,0.001146501,0.002401257,0.03801776],"genre_scores_gemma":[0.8636371,0.0004431529,0.1139839,0.0002893551,0.000111425,0.0005316683,0.0009921284,0.0002273623,0.01978402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0146495,"threshold_uncertainty_score":0.04900748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004460498148330694,"score_gpt":0.2308800050951698,"score_spread":0.2264195069468391,"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."}}