{"id":"W4320802102","doi":"10.1109/icdabi56818.2022.10041472","title":"Innovation in Construction: A new norm against Traditional Construction","year":2022,"lang":"en","type":"article","venue":"2022 International Conference on Data Analytics for Business and Industry (ICDABI)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Construction industry; Scopus; Norm (philosophy); Knowledge management; Computer science; Construction engineering; Engineering management; Engineering; Business; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000223175,0.000195225,0.0001904357,0.0005915627,0.0001970429,0.0001537503,0.0003911074,0.000164817,0.001558437],"category_scores_gemma":[0.0000851311,0.0002230408,0.00002769767,0.0009232405,0.0001113646,0.0005936883,0.0001167653,0.0006751351,0.000003471065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002228945,"about_ca_system_score_gemma":0.0002783818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004915715,"about_ca_topic_score_gemma":0.0000583915,"domain_scores_codex":[0.9985083,0.0000209006,0.0005332681,0.0003781652,0.0003844482,0.0001748674],"domain_scores_gemma":[0.9991681,0.00003911961,0.0001463943,0.0002806507,0.0003085526,0.00005716995],"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":[0.0001232398,0.00008072667,0.005166435,0.00003563607,0.0001311008,0.000005610461,0.00006749066,0.01465494,0.0009215511,0.8392892,0.01615949,0.1233646],"study_design_scores_gemma":[0.003043754,0.0001386745,0.01207286,0.0001375122,0.00007027293,0.0003281571,0.003695545,0.8235992,0.000317858,0.04541931,0.1102859,0.0008910148],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8009907,0.0002201288,0.08936419,0.01715211,0.01800375,0.001615796,0.01515044,0.0005616861,0.05694118],"genre_scores_gemma":[0.9876137,0.0001545831,0.002289908,0.000311866,0.0006258024,0.0001073516,0.008335803,0.00002900724,0.0005320032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8089442,"threshold_uncertainty_score":0.9993543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1146396685007976,"score_gpt":0.2768311811639607,"score_spread":0.1621915126631631,"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."}}