{"id":"W4415928101","doi":"10.1177/19375867251392051","title":"A Quarter Century of Evidence-Based Design and Restoring the Influence of Architects","year":2025,"lang":"en","type":"editorial","venue":"HERD Health Environments Research & Design Journal","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Architecture; Work (physics); Evidence-based design; Architectural design; Craft","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01289581,0.0004118946,0.0008616793,0.000719302,0.002126211,0.0001400194,0.000993562,0.0003365429,0.0001386216],"category_scores_gemma":[0.001745074,0.0002799433,0.0002011116,0.0001422229,0.002395335,0.0002330445,0.0001603396,0.003763629,0.000007651607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009028811,"about_ca_system_score_gemma":0.004287212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005043062,"about_ca_topic_score_gemma":0.00004952911,"domain_scores_codex":[0.9860644,0.008003905,0.001202613,0.0005027548,0.003221898,0.001004405],"domain_scores_gemma":[0.9874438,0.01030366,0.0009589473,0.0006083127,0.0002885199,0.0003967505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001832193,0.0002760835,0.00002304581,0.00198794,0.0002399074,0.0000468019,0.06110334,0.00370111,0.0003288603,0.0004067301,0.9111072,0.0189468],"study_design_scores_gemma":[0.0007762217,0.002273561,0.0002351409,0.004932497,0.00005880245,0.000003547635,0.001159752,0.00005850417,0.00004997111,0.001899238,0.9882568,0.0002960015],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.008316456,0.3054238,0.08665142,0.009626132,0.5692458,0.0184438,0.000532114,0.000151664,0.001608802],"genre_scores_gemma":[0.07173416,0.2419788,0.01224418,0.001055113,0.6545749,0.0007802923,0.00004553307,0.0004918879,0.01709509],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.08532909,"threshold_uncertainty_score":0.9999653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1923832220465087,"score_gpt":0.3732132771790267,"score_spread":0.180830055132518,"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."}}