{"id":"W7083477139","doi":"10.24928/2025/0294","title":"From Projects to Systems: the Alberta Facilities Production System (AFPS)","year":2025,"lang":"en","type":"article","venue":"Annual Conference of the International Group for Lean Construction","topic":"Mathematical Inequalities and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Production (economics); Production system (computer science); Work (physics); Variety (cybernetics); Quality (philosophy)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003318343,0.0001332499,0.0002034257,0.00006542877,0.0001889409,0.00009649815,0.0005783347,0.00006112822,0.00002729434],"category_scores_gemma":[0.0009017524,0.00008242697,0.0001137542,0.0001487969,0.00015093,0.0001368589,0.0001302777,0.00009818141,0.000006571342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001022336,"about_ca_system_score_gemma":0.00008077059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001955413,"about_ca_topic_score_gemma":0.0003590221,"domain_scores_codex":[0.9987945,0.00005118678,0.0004962907,0.0002426874,0.0002858313,0.0001295265],"domain_scores_gemma":[0.9978996,0.0007170176,0.0002519262,0.0004209941,0.0006862949,0.00002415395],"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":[0.00003652698,0.00003056807,0.00005288698,0.0002516854,0.0001029933,2.274185e-8,0.002474139,0.00002857256,0.0004107337,0.9899107,0.005793105,0.0009081058],"study_design_scores_gemma":[0.0005364168,0.00008437968,0.0001127036,0.001762245,0.0002018908,0.00002480146,0.2190061,0.008863277,0.007761525,0.7007938,0.06051796,0.0003348704],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7962584,0.00002900473,0.1588916,0.01331857,0.005809596,0.003916811,0.001312695,0.000136555,0.02032667],"genre_scores_gemma":[0.9844092,0.000001516074,0.002287423,0.000052141,0.0002589331,0.0004642612,0.00002140954,0.000009178864,0.0124959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2891169,"threshold_uncertainty_score":0.3361274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06364152351989734,"score_gpt":0.3098618838502021,"score_spread":0.2462203603303048,"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."}}