{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007579041,0.0005273409,0.0003851793,0.0007127319,0.01004251,0.008917446,0.001141665,0.002714753,0.02775051],"category_scores_gemma":[0.008438075,0.0005321499,0.0004290667,0.0005155413,0.01412024,0.004501845,0.01641164,0.00648011,0.004007308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008490091,"about_ca_system_score_gemma":0.01280746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004199868,"about_ca_topic_score_gemma":0.0150622,"domain_scores_codex":[0.9921354,0.00506749,0.0001539816,0.0007685847,0.001017664,0.0008569784],"domain_scores_gemma":[0.9906774,0.002932715,0.0003891307,0.0008451231,0.0008015196,0.004354196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002024146,0.0005105813,0.003677343,0.0006095888,0.0000122753,0.001222535,0.2247636,0.00141401,0.00442448,0.4642307,0.1765029,0.1224296],"study_design_scores_gemma":[0.00001323369,0.00009701646,0.0009236251,0.0003008643,0.000002209341,0.0003324832,0.02554855,0.0004877785,0.0006826231,0.02081579,0.9507761,0.00001975237],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1514915,0.007271172,0.0580493,0.1496377,0.004965765,0.0005969981,0.0001703282,0.001167264,0.6266499],"genre_scores_gemma":[0.6483325,0.002835032,0.02968579,0.01605046,0.0007582698,0.0005454835,0.0001091766,0.0005743865,0.301109],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02775051,"threshold_uncertainty_score":0.09283477,"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."}}