{"id":"W4403195482","doi":"10.3311/ccc2024-024","title":"“Post Sustainability” Construction - Concepts for Regenerative Building","year":2024,"lang":"en","type":"article","venue":"","topic":"Renewable Energy and Sustainability","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Sustainability; Construction engineering; Architectural engineering; Computer science; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002668354,0.0008845174,0.0003395113,0.001731062,0.003712159,0.006025338,0.001678498,0.002666355,0.0131471],"category_scores_gemma":[0.002426262,0.0003752883,0.0009136834,0.001618722,0.03045631,0.008143513,0.004956129,0.003581527,0.002092696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005489137,"about_ca_system_score_gemma":0.002275932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00151437,"about_ca_topic_score_gemma":0.002346021,"domain_scores_codex":[0.9975969,0.001214811,0.00008908904,0.0002991065,0.0005397562,0.0002602941],"domain_scores_gemma":[0.9990038,0.0004004491,0.0001407472,0.0002488288,0.0001287492,0.00007740992],"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":[0.000002559903,0.000004331431,0.00006273067,0.00002503912,8.394347e-7,0.00002062295,0.0007673915,0.0001852572,0.00007416052,0.9961856,0.0003768269,0.002294541],"study_design_scores_gemma":[0.000006403071,0.00004213207,0.0005794091,0.0001434213,0.000005641656,0.0002227346,0.00271055,0.0007616621,0.0005699352,0.7374058,0.2575375,0.00001472331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03061635,0.006368537,0.1629877,0.01035551,0.000703663,0.000165932,0.0001382834,0.0001347112,0.7885292],"genre_scores_gemma":[0.8431355,0.003354278,0.05610221,0.001718758,0.0002822786,0.0005511771,0.0001535906,0.0002358128,0.09446645],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0131471,"threshold_uncertainty_score":0.04398137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008483267641937223,"score_gpt":0.301459277222026,"score_spread":0.2929760095800888,"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."}}