{"id":"W2057384522","doi":"10.5194/isprsarchives-xl-5-w2-91-2013","title":"Visual documentation process of historic building refurbishment \"Improving energy efficiency by insulating wall cavity\"","year":2013,"lang":"en","type":"article","venue":"The international archives of the photogrammetry, remote sensing and spatial information sciences/International archives of the photogrammetry, remote sensing and spatial information sciences","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Architectural engineering; Context (archaeology); Typology; Process (computing); Infill; Government (linguistics); Engineering; Brick; Forensic engineering; Civil engineering; Computer science; Archaeology; History","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004869101,0.0005376106,0.0002356617,0.001437953,0.001539378,0.00200073,0.0009562703,0.0007987733,0.01357369],"category_scores_gemma":[0.01351405,0.0002244673,0.0003293828,0.0009223805,0.001224924,0.001437499,0.002207888,0.0008486385,0.001990793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001103013,"about_ca_system_score_gemma":0.002414314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002993069,"about_ca_topic_score_gemma":0.00444929,"domain_scores_codex":[0.9973604,0.001579537,0.0001258561,0.0001848443,0.0006096907,0.0001395795],"domain_scores_gemma":[0.9896306,0.005815574,0.0007540075,0.001590918,0.001812851,0.0003960321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001096484,0.0009612094,0.00764692,0.002572298,0.00002704299,0.003419361,0.2303605,0.004132118,0.02819484,0.02817755,0.03772652,0.6556852],"study_design_scores_gemma":[0.0002323692,0.001986736,0.03669758,0.003321824,0.0001283354,0.002507153,0.1482209,0.01850683,0.06065653,0.01171061,0.7157686,0.0002625756],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6902965,0.001008286,0.124757,0.00309184,0.000399181,0.002501243,0.001637815,0.004435543,0.1718725],"genre_scores_gemma":[0.8246935,0.0005009449,0.1236451,0.0002464746,0.00005794711,0.0005329983,0.000718797,0.0003987882,0.04920542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01357369,"threshold_uncertainty_score":0.04540849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006770844629464793,"score_gpt":0.2299617052392263,"score_spread":0.2231908606097615,"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."}}