{"id":"W2092878148","doi":"10.1016/s0142-694x(02)00009-1","title":"Specifications for computer-aided conceptual building design","year":2002,"lang":"en","type":"article","venue":"Design Studies","topic":"Design Education and Practice","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada; Concordia University","keywords":"Conceptual design; Computer science; Systems engineering; Computer Aided Design; Engineering drawing; Human–computer interaction; Architectural engineering; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032456,0.0001604224,0.0002033939,0.00008224865,0.0002085148,0.00004971951,0.0001346871,0.00004305806,0.0001089396],"category_scores_gemma":[0.0002120224,0.0001622811,0.0000488986,0.0001903567,0.00007941248,0.0001898882,0.0000127258,0.00008870104,0.000179407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006802152,"about_ca_system_score_gemma":0.00000847743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.584192e-7,"about_ca_topic_score_gemma":1.974087e-7,"domain_scores_codex":[0.9991533,0.00009316474,0.0002303188,0.000182351,0.0001010619,0.0002397665],"domain_scores_gemma":[0.9973106,0.002266338,0.00004535569,0.0001883743,0.0001317062,0.00005764041],"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":[0.00001717029,0.00009059717,0.00001080461,0.00005102973,0.0004187699,0.000002802708,0.008674295,0.0627274,0.0059349,0.01211307,0.8876538,0.02230537],"study_design_scores_gemma":[0.001450137,0.0003358127,0.0002295071,0.00007807669,0.000222542,0.00003115673,0.005494127,0.4129236,0.01677869,0.003182193,0.5582546,0.001019622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0002375719,0.005098679,0.9914238,0.0004739954,0.0009073229,0.0005307173,0.000005320887,0.0003675508,0.0009550235],"genre_scores_gemma":[0.2850533,0.001402154,0.7110652,0.0002659013,0.0006182692,0.000392002,0.000003325102,0.0000528481,0.001147043],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3501962,"threshold_uncertainty_score":0.661763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4627504115042274,"score_gpt":0.343493662422181,"score_spread":0.1192567490820463,"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."}}