{"id":"W4410705338","doi":"10.29173/cais1949","title":"Cultural Heritage Informatics","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cultural heritage; Geography; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.002407262,0.0007459071,0.0005098189,0.004631725,0.003844373,0.01499567,0.002090672,0.002505341,0.2572157],"category_scores_gemma":[0.006708727,0.0003906136,0.0006250267,0.007476673,0.002515699,0.01029249,0.01042659,0.002807981,0.1088426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003084339,"about_ca_system_score_gemma":0.004078301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00480732,"about_ca_topic_score_gemma":0.005716457,"domain_scores_codex":[0.9975274,0.000827213,0.0001949004,0.0003376109,0.0008256406,0.0002871828],"domain_scores_gemma":[0.9967977,0.0007059033,0.0001864047,0.001191224,0.0005206837,0.0005980161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004054165,0.00003994952,0.0007021691,0.000466087,0.0000132239,0.0002827699,0.002695019,0.0001937045,0.0004065432,0.2750091,0.3722857,0.3478653],"study_design_scores_gemma":[0.000001896856,0.000002521578,0.0001348738,0.0001117836,0.00000139343,0.0001046779,0.0003659593,0.00004453317,0.00007348099,0.007187074,0.9919676,0.000004137271],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001323863,0.004852976,0.00857304,0.006559692,0.001857853,0.00009153457,0.001219965,0.00137361,0.9741475],"genre_scores_gemma":[0.03835106,0.01393371,0.02039477,0.004595725,0.002133879,0.0002130673,0.004639113,0.001435418,0.9143031],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2572157,"threshold_uncertainty_score":0.8604723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02015837828459367,"score_gpt":0.2346901365753904,"score_spread":0.2145317582907967,"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."}}