{"id":"W2134912173","doi":"10.1002/ad.705","title":"Thinking with Matter","year":2008,"lang":"en","type":"article","venue":"Architectural Design","topic":"Architecture and Computational Design","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Fidelity; Work (physics); Computer science; Architectural engineering; Sociology; Engineering; Engineering ethics; History; Telecommunications; Archaeology; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005868129,0.00017921,0.0001324729,0.0000925192,0.0001608646,0.00001963562,0.0001934965,0.00003245057,0.0001143229],"category_scores_gemma":[0.000002968672,0.0001297175,0.00004159622,0.0001596027,0.00006585829,0.00006573365,0.00001799168,0.0001860918,0.0003537792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000191957,"about_ca_system_score_gemma":0.00001775719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004829204,"about_ca_topic_score_gemma":0.000001831541,"domain_scores_codex":[0.9991656,0.00004302949,0.0001231227,0.0001567887,0.000245189,0.0002662569],"domain_scores_gemma":[0.999606,0.0001419412,0.00001466584,0.0001493185,0.00001845391,0.00006961788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00005629586,0.000007986451,0.001284936,0.00001869067,0.00006813993,0.0001324823,0.001894256,0.978103,0.001524494,0.0002395049,0.005185328,0.0114849],"study_design_scores_gemma":[0.003766126,0.001447815,0.5028188,0.0003158768,0.0001475328,0.01944325,0.0000922195,0.2887666,0.04921515,0.1188884,0.01070552,0.004392756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1498537,0.0001398873,0.8413698,0.0001636548,0.00007129303,0.0001804236,0.000001193691,0.000444214,0.007775871],"genre_scores_gemma":[0.9247554,0.000003792355,0.07443603,0.0004365989,0.00008917622,0.00002165668,0.00000453425,0.00004007349,0.000212765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7749017,"threshold_uncertainty_score":0.5289728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228531977657467,"score_gpt":0.1688084447718512,"score_spread":0.1565231249952765,"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."}}