{"id":"W2985035419","doi":"10.1162/1046488042485330","title":"Introduction","year":2004,"lang":"en","type":"article","venue":"Journal of Architectural Education","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003096805,0.0000868503,0.0001212579,0.0003640028,0.00005784479,0.00003431852,0.0001371002,0.00002608599,0.0001245397],"category_scores_gemma":[0.0003259467,0.00006751846,0.00009614925,0.0003017507,0.00004323247,0.0003137761,0.00000969848,0.0002723045,0.0003318883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003630834,"about_ca_system_score_gemma":0.0006535577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002792738,"about_ca_topic_score_gemma":0.000008091389,"domain_scores_codex":[0.9991003,0.00004730447,0.0003522479,0.00008613444,0.0002840656,0.0001300061],"domain_scores_gemma":[0.9989899,0.00001577443,0.0004376748,0.0001276479,0.0003266381,0.0001023595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00070253,0.001126629,0.001156577,0.00004771497,0.0001325576,0.000007021532,0.009737941,0.04157978,0.4512193,0.006638455,0.03815577,0.4494957],"study_design_scores_gemma":[0.004718997,0.002319167,0.3344509,0.0003876363,0.0003252832,0.02857602,0.003704274,0.00003407048,0.2062256,0.1781028,0.2402002,0.0009549984],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797149,0.0001902227,0.0006276616,0.01660182,0.00233095,0.00007107572,7.283211e-7,0.00002007288,0.0004425395],"genre_scores_gemma":[0.9822605,0.000004343593,0.0116172,0.0001226026,0.005802067,0.000001459706,0.00000405309,0.00002060549,0.0001671394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4485407,"threshold_uncertainty_score":0.4265863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005902754552307931,"score_gpt":0.2749394914349313,"score_spread":0.2690367368826234,"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."}}