{"id":"W4233954703","doi":"10.22215/etd/2021-14514","title":"Embracing the Air: The Sensory Experience of Hemp-Lime Architecture","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materiality (auditing); Architecture; Reverence; Aesthetics; Lime; Visual arts; Engineering; Art; Architectural engineering; Materials science; Philosophy; Epistemology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008122449,0.0002351389,0.0002418574,0.0000295133,0.0007182968,0.0001229966,0.0004185541,0.00007688552,0.002624316],"category_scores_gemma":[0.00004098497,0.00009209031,0.0002300883,0.00004402855,0.0003309555,0.0000614053,0.00003575102,0.0004286293,0.00001868388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006041513,"about_ca_system_score_gemma":0.00005390078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005635864,"about_ca_topic_score_gemma":0.01550683,"domain_scores_codex":[0.9988964,0.00009052543,0.0002924979,0.0002262998,0.0003068806,0.0001874195],"domain_scores_gemma":[0.9990783,0.0002061878,0.000195148,0.0003382595,0.000158116,0.00002402957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004275368,0.0000147622,0.000003956678,0.0001197057,0.0001177141,0.000004924171,0.9330449,0.00008219152,0.002071247,0.05473498,0.002452302,0.007310542],"study_design_scores_gemma":[0.00007068457,0.00004705708,0.0002507591,0.00023508,0.0001037601,0.00001360744,0.6249181,0.000004874401,0.01761507,0.006500294,0.3498979,0.0003428428],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4482403,0.002176699,0.000002573094,0.001484099,0.0009403781,0.0002407536,0.0000201937,0.00005262476,0.5468424],"genre_scores_gemma":[0.7546138,0.00002587327,0.00001797774,0.001708207,0.0007862698,0.00003918878,0.00008338779,0.00001686134,0.2427085],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3474456,"threshold_uncertainty_score":0.9982874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0236918056358227,"score_gpt":0.2555652232874766,"score_spread":0.2318734176516539,"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."}}