{"id":"W4383682303","doi":"10.35490/ec3.2023.263","title":"Human-Data Interaction (HDI) and blockchain: an exploration of the open research challenges for the construction community","year":2023,"lang":"en","type":"article","venue":"Computing in construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Immutability; Blockchain; Transparency (behavior); Computer science; Corporate governance; Data science; Computer security; Business","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":[0.04948305,0.0004648593,0.0007682417,0.002644241,0.007802666,0.02019227,0.002445334,0.005207856,0.007982963],"category_scores_gemma":[0.03518979,0.0005810041,0.0006541787,0.006018239,0.03016474,0.02897725,0.01367204,0.004806205,0.0007547045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009299291,"about_ca_system_score_gemma":0.01501564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005581619,"about_ca_topic_score_gemma":0.005294042,"domain_scores_codex":[0.955659,0.0339422,0.0008435521,0.001989379,0.005314894,0.002251049],"domain_scores_gemma":[0.9101116,0.07484816,0.002081364,0.006629735,0.004485948,0.001843085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004014571,0.00003841567,0.001574184,0.0002450353,0.00001004237,0.0001737641,0.01482609,0.0015172,0.0002589592,0.9553162,0.001426622,0.02457329],"study_design_scores_gemma":[0.00001965586,0.00007857792,0.001408028,0.001107083,0.00001450488,0.0003559329,0.04280056,0.008369066,0.001088227,0.7996835,0.1450194,0.00005546904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1744997,0.01312809,0.4144411,0.1332066,0.0006824105,0.0006066354,0.0003159775,0.000246322,0.2628731],"genre_scores_gemma":[0.9558311,0.004482192,0.03065883,0.001834632,0.0001520739,0.0003087314,0.00008928921,0.00009970055,0.006543459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04948305,"threshold_uncertainty_score":0.2616945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4169340239385613,"score_gpt":0.4230731833766217,"score_spread":0.006139159438060426,"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."}}