{"id":"W4415598726","doi":"10.1115/detc2025-169032","title":"Exploring Design for Repairability Guidance: Issues, Actions, and Outcomes","year":2025,"lang":"","type":"article","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Flexibility (engineering); Product (mathematics); New product development; Product design; Context (archaeology); Process (computing)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0249238,0.00145068,0.0007084936,0.006305903,0.002189576,0.007249045,0.001705098,0.002125055,0.004628049],"category_scores_gemma":[0.03686013,0.0005508059,0.001223475,0.003167526,0.005179022,0.005318728,0.004174286,0.00181317,0.0006026251],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005877287,"about_ca_system_score_gemma":0.007513321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00314545,"about_ca_topic_score_gemma":0.00608518,"domain_scores_codex":[0.9754758,0.01576335,0.00146034,0.001267875,0.005067477,0.0009651735],"domain_scores_gemma":[0.9619532,0.02355807,0.005128753,0.002563529,0.006231557,0.0005648161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002513389,0.0008011481,0.02905261,0.005807345,0.0002177179,0.0008482955,0.06807221,0.02400648,0.01213049,0.2814449,0.004735954,0.5726315],"study_design_scores_gemma":[0.0001803009,0.001972228,0.03870019,0.01096014,0.001026152,0.001282914,0.170538,0.0744809,0.04494597,0.4431576,0.212266,0.0004894863],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2806185,0.002453813,0.6134506,0.005072237,0.00008944953,0.00168857,0.0003483823,0.0009556455,0.09532283],"genre_scores_gemma":[0.7675248,0.0008887977,0.2279387,0.0002102343,0.000009872119,0.0005753828,0.0001895344,0.0001136421,0.002549107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0249238,"threshold_uncertainty_score":0.1318113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209873908350972,"score_gpt":0.3416865015370276,"score_spread":0.2206991107019304,"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."}}