{"id":"W3217272345","doi":"10.1680/jmapl.21.00019","title":"Diffusion of platform thinking as an innovation in the construction supply chain","year":2021,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Management Procurement and Law","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Trent University; Nottingham Trent University","keywords":"Supply chain; Product (mathematics); Systems thinking; Adversarial system; Knowledge management; Supply chain management; Relation (database); Computer science; Criticism; Focus (optics); Data science; Business; Process management; Marketing; Political science; Artificial intelligence; Database","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001378734,0.0001744596,0.0002274324,0.0003543609,0.0001784044,0.0001161233,0.0003778735,0.0000606631,0.0000328047],"category_scores_gemma":[0.00006814756,0.0001277449,0.00006228612,0.001257128,0.0002160866,0.0013948,0.0002775007,0.0001363328,8.324173e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003419143,"about_ca_system_score_gemma":0.00001397403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000173534,"about_ca_topic_score_gemma":0.000170203,"domain_scores_codex":[0.9982166,0.000006571462,0.0006625791,0.0002401029,0.0006915877,0.0001826056],"domain_scores_gemma":[0.9990004,0.00001333897,0.0004980135,0.0001588727,0.0003223838,0.000007026789],"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":[0.00005152788,0.0002047414,0.003249033,0.001839823,0.00004937142,8.983142e-7,0.0007492802,0.0003174582,0.001374313,0.9905329,0.0001620563,0.001468582],"study_design_scores_gemma":[0.009601498,0.0003566743,0.05108407,0.005031972,0.001164085,0.0000259645,0.0738963,0.0147959,0.03466978,0.6347465,0.1729905,0.001636776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9024765,0.00009045058,0.0007651002,0.002177179,0.000285699,0.0009917743,0.00000239166,0.0000398694,0.09317103],"genre_scores_gemma":[0.9986289,0.00007155102,0.0004673616,0.0006211113,0.00007906389,0.00003461839,0.00001990919,0.000009082996,0.00006846492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3557864,"threshold_uncertainty_score":0.5209284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467515410365828,"score_gpt":0.214589300990764,"score_spread":0.1999141468871057,"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."}}