{"id":"W4395015446","doi":"10.22269/240314","title":"Repairing Architecture Schools","year":2024,"lang":"en","type":"article","venue":"Places","topic":"Urban Planning and Landscape Design","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches","funders":"","keywords":"Architecture; Computer architecture; Computer science; Geography; Archaeology","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":[0.001269449,0.0008455705,0.0003674946,0.002108676,0.008924128,0.004910466,0.002581339,0.001973338,0.1057578],"category_scores_gemma":[0.003769435,0.0006290535,0.0007870856,0.001575319,0.002133326,0.003495082,0.005250564,0.002017276,0.0202256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003241071,"about_ca_system_score_gemma":0.007108043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02063148,"about_ca_topic_score_gemma":0.09687504,"domain_scores_codex":[0.9982442,0.0003974023,0.00007631193,0.000284567,0.0004936252,0.000503974],"domain_scores_gemma":[0.9979366,0.0001625372,0.0002096415,0.0006557707,0.0005944236,0.0004410406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002147406,0.001029713,0.02579206,0.0005167158,0.00004463454,0.001840555,0.01550198,0.008590784,0.005477528,0.1321476,0.1308363,0.6780075],"study_design_scores_gemma":[0.00002615857,0.0002542059,0.01522943,0.0002642194,0.00004797753,0.0008349579,0.02707495,0.001911799,0.004369962,0.01524325,0.9347034,0.00003981044],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2213405,0.001553922,0.04019533,0.00884976,0.001534967,0.0005601403,0.0007388575,0.002701057,0.7225255],"genre_scores_gemma":[0.3968289,0.0007523295,0.02749068,0.0004927385,0.0001269787,0.00007742743,0.0005601299,0.0004679971,0.5732028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1057578,"threshold_uncertainty_score":0.353795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006369955505169885,"score_gpt":0.2082977458869317,"score_spread":0.2019277903817618,"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."}}