{"id":"W3017668553","doi":"10.1007/s12520-020-01061-x","title":"Evaluating erosional impacts on open-air archaeological sites along the Doring River, South Africa: methods and implications for research prioritization","year":2020,"lang":"en","type":"article","venue":"Archaeological and Anthropological Sciences","topic":"Archaeological Research and Protection","field":"Earth and Planetary Sciences","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"Australian Research Council","keywords":"Digital elevation model; Context (archaeology); Arid; Erosion; Sediment; Terrain; Land degradation; Prioritization; Hydrology (agriculture); Physical geography; Environmental science; Geology; Geography; Archaeology; Remote sensing; Cartography; Geomorphology","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":[],"consensus_categories":[],"category_scores_codex":[0.00450177,0.0007315574,0.0003693401,0.00350211,0.001064011,0.002353232,0.0006929702,0.0005337663,0.001461496],"category_scores_gemma":[0.01528437,0.0002951338,0.0003656564,0.004548741,0.0008164953,0.001092204,0.001786602,0.0003143541,0.0001486642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001419621,"about_ca_system_score_gemma":0.002344911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03373079,"about_ca_topic_score_gemma":0.1477366,"domain_scores_codex":[0.9976416,0.001252502,0.0002073412,0.0002241739,0.0003983767,0.0002761367],"domain_scores_gemma":[0.9944301,0.003117109,0.0009993399,0.0002405407,0.001024994,0.0001879445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003513976,0.0002041806,0.8615313,0.0008479831,0.0001996866,0.0007017681,0.01296526,0.006143461,0.005345016,0.00148183,0.0002418126,0.1099864],"study_design_scores_gemma":[0.00003652698,0.000427131,0.9408255,0.0004042021,0.0002329198,0.0002989842,0.04251089,0.006906212,0.003655897,0.00157432,0.003087527,0.00003993084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920772,0.0002503411,0.004259662,0.00007311819,0.000005657751,0.0003119038,0.0005382894,0.000008798846,0.002474947],"genre_scores_gemma":[0.9824892,0.000406547,0.01575978,0.0000121188,0.000003551218,0.0002335942,0.0002380551,0.000006610625,0.0008505029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03373079,"threshold_uncertainty_score":0.06706887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4572172741543279,"score_gpt":0.511235140690676,"score_spread":0.0540178665363481,"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."}}