{"id":"W4416414408","doi":"10.3390/designs9060129","title":"Towards Circular Construction: Material and Component Stock Assessment in Montréal’s Residential Buildings","year":2025,"lang":"en","type":"article","venue":"Designs","topic":"Recycled Aggregate Concrete Performance","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Concordia University","funders":"National Research Council Canada","keywords":"Demolition; Reuse; Circular economy; Component (thermodynamics); Identification (biology); Demolition waste; Stock (firearms)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001208321,0.0001365845,0.0001952999,0.0001565395,0.00005134995,0.00008394648,0.00009830995,0.00007811806,0.00004874842],"category_scores_gemma":[0.000006128657,0.0001486882,0.00002584107,0.0001587951,0.0000475588,0.0001426335,0.00004632983,0.0001523089,0.000003750821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001680563,"about_ca_system_score_gemma":0.000038963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002522603,"about_ca_topic_score_gemma":0.00002131232,"domain_scores_codex":[0.9992319,0.00003104139,0.0002400849,0.0001748394,0.0001200936,0.0002020049],"domain_scores_gemma":[0.9997424,0.00001691578,0.00002358426,0.0001547528,0.00001954524,0.00004281965],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001683528,0.00004036128,0.0277256,0.0009691972,0.000318247,0.0002586234,0.000750083,0.02469667,0.8270586,0.01046171,0.005264838,0.1022878],"study_design_scores_gemma":[0.005706235,0.0001671213,0.3543305,0.001066434,0.0001569569,0.0002720671,0.0004810651,0.3498038,0.2564315,0.003760276,0.02624536,0.001578629],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725601,0.0005308492,0.02367313,0.0001762767,0.0009264749,0.00025611,0.000007917583,0.0001470308,0.001722094],"genre_scores_gemma":[0.9929502,0.0002827155,0.006597278,0.00002013308,0.00006424442,0.00003797911,0.000007472562,0.00001502829,0.00002496297],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.570627,"threshold_uncertainty_score":0.6063329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01110625259576939,"score_gpt":0.2366771255507601,"score_spread":0.2255708729549907,"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."}}