{"id":"W1495030668","doi":"10.1108/ci-10-2012-0054","title":"Infrastructure management transaction formalism protocol specification","year":2013,"lang":"en","type":"article","venue":"Construction Innovation","topic":"Business Process Modeling and Analysis","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Database transaction; Transaction processing; Protocol (science); Online transaction processing; Software engineering; Database","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":[0.0160267,0.001027013,0.0006413412,0.002464516,0.001919575,0.006785483,0.003295048,0.002407963,0.01231067],"category_scores_gemma":[0.02259868,0.0009507848,0.001440741,0.002354321,0.0022059,0.00729554,0.003408741,0.004527837,0.006283834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003656426,"about_ca_system_score_gemma":0.009764211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00749189,"about_ca_topic_score_gemma":0.004273056,"domain_scores_codex":[0.9859866,0.005671604,0.00246637,0.001094426,0.004067355,0.0007136736],"domain_scores_gemma":[0.9867519,0.004734997,0.0007518801,0.003293565,0.004159476,0.0003081452],"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":[0.00009607449,0.0001299598,0.0007849343,0.0004083409,0.00002477018,0.0005874184,0.00142675,0.008559506,0.004274806,0.8956752,0.01907472,0.06895746],"study_design_scores_gemma":[0.0001378553,0.0002473051,0.0006985369,0.001074423,0.00007352645,0.001444117,0.001268624,0.0904564,0.01935284,0.2476589,0.6374088,0.0001785716],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003829577,0.0002251252,0.9495674,0.001672765,0.0002170925,0.002048269,0.001541749,0.002766381,0.03813164],"genre_scores_gemma":[0.1017894,0.001223674,0.8414848,0.001114745,0.0001633714,0.005975277,0.007678695,0.0009768791,0.03959308],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0160267,"threshold_uncertainty_score":0.08475828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375231052780877,"score_gpt":0.2262814298559544,"score_spread":0.2125291193281456,"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."}}