{"id":"W2203229729","doi":"10.4000/abe.87","title":"Designing a Better Textbook","year":2012,"lang":"en","type":"article","venue":"ABE Journal","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Perspective (graphical); Accreditation; Computer science; History of architecture; Canon; Sociology; Engineering ethics; Engineering; History; Political science; Literature; Artificial intelligence; Archaeology; Art","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":[0.01012584,0.0007023916,0.001222345,0.004863419,0.003023461,0.01098547,0.002785607,0.003529536,0.1946305],"category_scores_gemma":[0.03738848,0.0007971491,0.001029918,0.004109293,0.00153617,0.02076207,0.006345274,0.00398422,0.08885539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003456255,"about_ca_system_score_gemma":0.005332979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001176805,"about_ca_topic_score_gemma":0.003434835,"domain_scores_codex":[0.992713,0.0025568,0.0009998764,0.001035924,0.00217757,0.0005167705],"domain_scores_gemma":[0.9754607,0.004697558,0.001198744,0.0042834,0.01012699,0.004232655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005081156,0.0004445587,0.001738041,0.001308356,0.00001823475,0.000344715,0.002406311,0.0005920285,0.001770185,0.07210337,0.6092046,0.3100187],"study_design_scores_gemma":[0.0000225898,0.00004264309,0.000480266,0.0003571729,0.00001048482,0.0001337683,0.001072226,0.0001104727,0.0003208671,0.005623584,0.9918088,0.00001697183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03243291,0.01380495,0.1314033,0.1507825,0.04060391,0.003903198,0.003973065,0.01165154,0.6114446],"genre_scores_gemma":[0.05139512,0.008437919,0.3679374,0.03577007,0.005466877,0.002079008,0.006646895,0.007351136,0.5149155],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1946305,"threshold_uncertainty_score":0.6511041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03668450982211005,"score_gpt":0.2237041495705115,"score_spread":0.1870196397484014,"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."}}