{"id":"W4401941190","doi":"10.35483/acsa.teach.2023.67","title":"Master of Architecture Studio in Critical Practice Pale Blue Dot","year":2023,"lang":"en","type":"article","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Studio; Architecture; Computer science; Computer graphics (images); Computer architecture; Multimedia; Visual arts; Art; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0002183643,0.0001219826,0.0001756997,0.0001686631,0.00002177628,0.00001261829,0.0001124647,0.00007113061,0.00008949747],"category_scores_gemma":[0.0003107944,0.0001043337,0.00003959612,0.0002701274,0.00004673597,0.00006987261,0.00005307717,0.0002786244,0.0001035326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000144079,"about_ca_system_score_gemma":0.00001201157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002028318,"about_ca_topic_score_gemma":0.00009533135,"domain_scores_codex":[0.9991388,0.0000588948,0.0001998828,0.0001465179,0.0001861562,0.0002697153],"domain_scores_gemma":[0.9990297,0.0006741371,0.00001040704,0.0001994892,0.00002858624,0.00005767516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003260424,0.0004536645,0.01058531,0.00169298,0.000303956,0.0007113521,0.03189288,0.8540712,0.02077699,0.007796585,0.02332878,0.04806024],"study_design_scores_gemma":[0.01072689,0.001889327,0.2131254,0.001026925,0.0005514052,0.000693731,0.01963641,0.3857487,0.08715063,0.1022254,0.1712075,0.006017582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6309506,0.0005903154,0.2536502,0.002241182,0.0006358263,0.0005320598,0.0000253772,0.001197682,0.1101767],"genre_scores_gemma":[0.9945872,0.00002438298,0.004734857,0.0001540374,0.00007991659,0.00001480416,0.000002740607,0.00002779001,0.0003742307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4683225,"threshold_uncertainty_score":0.4254604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04012714295067327,"score_gpt":0.2927740910895594,"score_spread":0.2526469481388862,"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."}}