{"id":"W3194002147","doi":"10.3390/architecture1010002","title":"Challenges and Opportunities of Contemporary Architecture","year":2021,"lang":"en","type":"article","venue":"Architecture","topic":"Architecture and Computational Design","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Construct (python library); Architecture; Architectural engineering; Storm; Engineering; Political science; Engineering ethics; Computer science; Geography; Visual arts; Art; Meteorology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006019691,0.0006021814,0.000523911,0.00132332,0.008124609,0.01289104,0.001307305,0.003546996,0.01114939],"category_scores_gemma":[0.006395031,0.0004480932,0.0003843229,0.001328622,0.02361153,0.01862546,0.007207396,0.006904643,0.002185253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006093365,"about_ca_system_score_gemma":0.007154898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005447911,"about_ca_topic_score_gemma":0.009029423,"domain_scores_codex":[0.9952989,0.001891268,0.0001263958,0.000456677,0.001488882,0.0007378808],"domain_scores_gemma":[0.9970207,0.0009416807,0.0001542932,0.0004932118,0.0007914262,0.0005986529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001190598,0.00001175818,0.0002589638,0.00004271185,0.00000484151,0.00004227141,0.002490359,0.0005017248,0.0001438349,0.9720262,0.01254831,0.01191719],"study_design_scores_gemma":[0.00000510312,0.00001268154,0.000360344,0.0001265214,0.000003644988,0.00008948917,0.004777854,0.0007026502,0.00007848626,0.6435063,0.3503215,0.00001525963],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04480743,0.05422804,0.03314969,0.4031733,0.003613742,0.00004489224,0.0001624466,0.0003642819,0.4604563],"genre_scores_gemma":[0.8656663,0.03967154,0.01536556,0.0208126,0.003702311,0.000183376,0.0001738137,0.0003269795,0.05409753],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01289104,"threshold_uncertainty_score":0.04421067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04991964028527885,"score_gpt":0.2216346743479468,"score_spread":0.1717150340626679,"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."}}