{"id":"W4410286613","doi":"10.1080/10464883.2025.2463299","title":"Seven Hundred Thousand Adobe Blocks","year":2025,"lang":"en","type":"article","venue":"Journal of Architectural Education","topic":"Language, Linguistics, Cultural Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Adobe; Computer graphics (images); Computer science; Engineering; Architectural engineering; Engineering drawing; Archaeology; Visual arts; Art; History","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001573527,0.0001044943,0.0002076251,0.0002482905,0.0001937263,0.0001602633,0.0001978249,0.00002666012,0.0006706869],"category_scores_gemma":[0.0003399996,0.00007198228,0.0001755664,0.0000800218,0.00008432074,0.00009454471,0.00002516618,0.0002243654,0.00001183071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007225527,"about_ca_system_score_gemma":0.0002302419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002741945,"about_ca_topic_score_gemma":0.0004175101,"domain_scores_codex":[0.9991434,0.00005016852,0.0003996379,0.00009400253,0.0001800554,0.0001327312],"domain_scores_gemma":[0.9989585,0.00006880212,0.0002951916,0.0001167462,0.0005008113,0.00005994782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002978827,0.0006716403,0.001519582,0.0002311729,0.00111984,0.00002224799,0.2408501,0.0006261932,0.002647393,0.09020566,0.07312676,0.5886815],"study_design_scores_gemma":[0.001421036,0.0004420675,0.01318746,0.0009071919,0.001435529,0.0002686332,0.0562033,0.0003233685,0.00260116,0.1276912,0.7947196,0.0007995159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9464721,0.0009568096,0.0001903702,0.005656361,0.003363706,0.0001056317,0.000006269145,0.00002552165,0.04322324],"genre_scores_gemma":[0.9724395,0.00001060951,0.0007570133,0.0006477504,0.002608903,0.00000201809,0.000008278946,0.000006630496,0.02351933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7215928,"threshold_uncertainty_score":0.7343551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009625870001226808,"score_gpt":0.2647437005221966,"score_spread":0.2551178305209698,"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."}}