{"id":"W4400317229","doi":"10.1088/1755-1315/1363/1/012098","title":"Carbon-storing Prefabricated Retrofit Panel Designs","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Constructability; Building envelope; Embodied energy; Engineering; Architectural engineering; Carbon fibers; Civil engineering; Construction engineering; Environmental science; Computer science; Thermal; Systems engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004529393,0.00051083,0.0002197073,0.0006683975,0.0003186766,0.0006134055,0.001028141,0.000578482,0.004086568],"category_scores_gemma":[0.0004981523,0.0002624219,0.0003467572,0.000493079,0.0003086028,0.0005867584,0.0002765436,0.0005715562,0.0009146542],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004787093,"about_ca_system_score_gemma":0.000483445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002626278,"about_ca_topic_score_gemma":0.006358275,"domain_scores_codex":[0.9997466,0.00002181648,0.000009280937,0.00004137079,0.0001377097,0.00004325652],"domain_scores_gemma":[0.9995254,0.00003323875,0.00005208336,0.00007545056,0.0002703453,0.00004349197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003325524,0.000216015,0.002290661,0.0005570672,0.00003826851,0.0006568768,0.0001822738,0.05828788,0.8819314,0.00486445,0.002008744,0.04863381],"study_design_scores_gemma":[0.0001115801,0.002547186,0.01999582,0.0001517939,0.0001110351,0.001156754,0.0003414995,0.05753733,0.8674641,0.00158914,0.04885129,0.0001424538],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8668889,0.0009320275,0.1023886,0.0001509963,0.0001986218,0.0003286806,0.001315898,0.0009208541,0.02687541],"genre_scores_gemma":[0.9384692,0.0004042339,0.05091883,0.00004166818,0.00001245585,0.0001112402,0.00051668,0.0001095605,0.00941622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004086568,"threshold_uncertainty_score":0.01367086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02768777141195247,"score_gpt":0.2288153640397625,"score_spread":0.20112759262781,"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."}}