{"id":"W7111336499","doi":"10.1145/373677","title":"The Impact of Human Decision-making on the Research Value of Archaeological Data","year":2025,"lang":"en","type":"article","venue":"Aaltodoc (Aalto University)","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Value (mathematics); Data collection; Field (mathematics); Term (time)","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1494345,0.001033709,0.001048548,0.006977728,0.001956944,0.01556182,0.002068512,0.003375096,0.0133324],"category_scores_gemma":[0.4699671,0.0005950159,0.001528361,0.006049485,0.006569556,0.007751788,0.005267552,0.002309017,0.001334919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007395002,"about_ca_system_score_gemma":0.00922417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005087212,"about_ca_topic_score_gemma":0.005660386,"domain_scores_codex":[0.7854975,0.1531139,0.005917188,0.004230706,0.04761918,0.0036215],"domain_scores_gemma":[0.1713688,0.7805919,0.01208097,0.01123669,0.0210807,0.003640899],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0150151,0.001350475,0.1247284,0.005391303,0.001475188,0.0008104854,0.007222793,0.01592787,0.002782969,0.03121277,0.008973974,0.7851088],"study_design_scores_gemma":[0.002792948,0.01096726,0.3828789,0.0157929,0.00552894,0.002689799,0.0452378,0.08316455,0.03365052,0.2533287,0.1627722,0.001195421],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7068158,0.01603731,0.02153761,0.0485939,0.001111354,0.001284857,0.002859373,0.0004015435,0.2013581],"genre_scores_gemma":[0.9861425,0.001858218,0.008687442,0.0007646652,0.0001663275,0.0001843652,0.0002363447,0.00006695443,0.00189325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8505655,"threshold_uncertainty_score":0.7902946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07995889681651806,"score_gpt":0.3828349645302723,"score_spread":0.3028760677137542,"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."}}