{"id":"W4291518367","doi":"10.1145/3543321.3543323","title":"Leveling Up Architectural Education","year":2022,"lang":"en","type":"article","venue":"","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Parallels; Architecture; Praxis; Experiential learning; Content creation; Multimedia; Indigenous; Sociology; Computer science; Function (biology); World Wide Web; Pedagogy; Visual arts; Engineering; Political science; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003683147,0.0008090275,0.0003632822,0.001529325,0.007861603,0.01149276,0.002077994,0.003023355,0.06153358],"category_scores_gemma":[0.004436502,0.0004154223,0.0006988315,0.001097502,0.005221619,0.008210734,0.02133779,0.006847876,0.0131285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009429014,"about_ca_system_score_gemma":0.01601565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00889809,"about_ca_topic_score_gemma":0.03646253,"domain_scores_codex":[0.9960443,0.001074212,0.0001152993,0.0004106616,0.001034621,0.001321039],"domain_scores_gemma":[0.9946295,0.0004402265,0.0001551708,0.000464195,0.0006035698,0.00370733],"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":[0.00004049531,0.0004234547,0.003369824,0.0003742985,0.00001646933,0.0003479525,0.01849047,0.00186306,0.001856452,0.458582,0.2458405,0.2687951],"study_design_scores_gemma":[0.00000523525,0.00005190996,0.001347085,0.0002037984,0.000004129194,0.00008329004,0.008972279,0.0002813922,0.0003714814,0.04965494,0.939013,0.00001145357],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06547972,0.007778222,0.03909059,0.1601273,0.006396913,0.0002712832,0.0002333286,0.001781458,0.7188411],"genre_scores_gemma":[0.5520798,0.00704925,0.06405658,0.01975419,0.00133816,0.0001925296,0.0003920015,0.0006710695,0.3544664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06153358,"threshold_uncertainty_score":0.2058503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02114690945817866,"score_gpt":0.2158705546062581,"score_spread":0.1947236451480794,"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."}}