{"id":"W1998407289","doi":"10.1016/j.sbspro.2012.02.085","title":"Assessing Quality Design of Interiors: A case study of a Hospital Outpatient Unit in Malaysia","year":2012,"lang":"en","type":"article","venue":"Procedia - Social and Behavioral Sciences","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Council Canada; Universiti Teknologi MARA","keywords":"Unit (ring theory); Quality (philosophy); Medicine; Psychology; Mathematics education; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007072471,0.0001056215,0.0002458566,0.00009548348,0.0004819095,0.00005391581,0.0001047552,0.0000419751,0.00003697844],"category_scores_gemma":[0.00002155391,0.00008364056,0.00003937607,0.0001069119,0.001022646,0.0004748167,0.00004966404,0.0001020735,3.666606e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002175763,"about_ca_system_score_gemma":0.0000704712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007288675,"about_ca_topic_score_gemma":0.002765617,"domain_scores_codex":[0.9988964,0.0001719584,0.000313546,0.0001461303,0.0002534193,0.0002185788],"domain_scores_gemma":[0.9995821,0.0000523255,0.0002048166,0.00003590096,0.00007456711,0.00005035148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001327896,0.001442135,0.1994294,0.00003087666,0.000003699341,0.000008176229,0.7925678,8.103239e-7,0.00008125182,0.001137524,0.000005679863,0.005279305],"study_design_scores_gemma":[0.0004712968,0.002128726,0.05652916,0.00003570289,0.00006456366,0.000004648241,0.9398397,0.00001522043,0.00005701232,0.0004932651,0.00008757727,0.0002731438],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989176,0.0001178556,0.00001862012,0.00001390832,0.000267669,0.0003191632,0.000005905953,0.0000122085,0.0003270363],"genre_scores_gemma":[0.9996642,0.000001679551,0.0001063626,0.000006927628,0.0001622956,0.0000247779,5.312728e-7,0.000004709523,0.00002852552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1472718,"threshold_uncertainty_score":0.9993219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2840184605473823,"score_gpt":0.4002632314497898,"score_spread":0.1162447709024075,"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."}}