{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.004344446,0.001064088,0.003208288,0.05212054,0.0009724072,0.0032733,0.001364367,0.001234001,0.007424176],"category_scores_gemma":[0.01794625,0.0005085199,0.002344294,0.06481935,0.000911247,0.00284873,0.001540452,0.0007441768,0.00104875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002190542,"about_ca_system_score_gemma":0.01047064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004981007,"about_ca_topic_score_gemma":0.01233078,"domain_scores_codex":[0.9962029,0.0007992772,0.001134086,0.0003603229,0.001315859,0.0001875294],"domain_scores_gemma":[0.9815484,0.01296642,0.002351727,0.0003501137,0.002498771,0.0002845035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001134825,0.00006262575,0.002750461,0.5716068,0.001919357,0.0003484035,0.0008117726,0.0002925391,0.0008020867,0.003156325,0.02030887,0.3978273],"study_design_scores_gemma":[0.00003898019,0.0001775775,0.02263387,0.4260504,0.01768772,0.00147959,0.001562983,0.0002726713,0.0009624281,0.002668991,0.526361,0.0001037754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00133478,0.9947097,0.0002468911,0.0005928417,0.0001887681,0.00005960416,0.0006742488,0.00002099933,0.002171995],"genre_scores_gemma":[0.005672889,0.9929397,0.0003534991,0.0002212941,0.0001266336,0.00005611585,0.0004092934,0.000005103419,0.000215416],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9478794,"threshold_uncertainty_score":0.02483636,"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."}}