{"id":"W4404860372","doi":"10.3390/buildings14123818","title":"A State-of-the-Art Review and Bibliometric Analysis on the Smart Preservation of Heritages","year":2024,"lang":"en","type":"review","venue":"Buildings","topic":"Conservation Techniques and Studies","field":"Arts and Humanities","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"State (computer science); State of art; Architectural engineering; Computer science; Engineering; Data science","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":[0.0005793985,0.0001936334,0.001037744,0.007121728,0.0001176445,0.00008622745,0.0002607206,0.000033577,0.0001979655],"category_scores_gemma":[0.0002001857,0.00009036616,0.000535214,0.01804681,0.0001622923,0.00006730078,0.0001772119,0.000160948,0.000005124817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001600425,"about_ca_system_score_gemma":0.00003147781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001473497,"about_ca_topic_score_gemma":0.000119232,"domain_scores_codex":[0.998827,0.00008279723,0.0005721931,0.0001947385,0.0002312213,0.00009207072],"domain_scores_gemma":[0.9987087,0.0003005897,0.0004600578,0.0003302961,0.0001872246,0.0000131076],"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":[0.000001477947,0.00003356321,0.00006630996,0.09260301,0.002111288,4.603956e-7,0.0008116346,6.565809e-8,1.196603e-7,0.05566949,0.2410645,0.6076381],"study_design_scores_gemma":[0.000009754546,0.00002829994,0.00004256222,0.01344351,0.005717803,3.407369e-7,0.0000164362,0.000001358899,7.764373e-7,0.0004851324,0.980163,0.00009102411],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006506147,0.995393,0.000004254521,0.001150884,0.0000634644,0.0006818507,0.0001183415,0.00002873162,0.002494352],"genre_scores_gemma":[0.00005251882,0.9892314,0.00002203737,0.000226273,0.00002515136,0.0001243116,0.000009838381,0.00001590954,0.01029258],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7390985,"threshold_uncertainty_score":0.8670895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1021386234362932,"score_gpt":0.3314140286008747,"score_spread":0.2292754051645814,"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."}}