{"id":"W4409656634","doi":"10.1080/17445647.2025.2487454","title":"Shoreline dynamics and cultural heritage sites in Kenya, Tanzania, and Senegal: integrating remote sensing and archaeological knowledge","year":2025,"lang":"en","type":"article","venue":"Journal of Maps","topic":"Maritime and Coastal Archaeology","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthur B. McDonald-Canadian Astroparticle Physics Research Institute; Future Earth","funders":"Arcadia Fund","keywords":"Tanzania; Shore; Geography; Archaeology; Cultural heritage; Traditional knowledge; Remote sensing; Environmental resource management; Geology; Ecology; Oceanography; Environmental planning; Environmental 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":[],"consensus_categories":[],"category_scores_codex":[0.0003014489,0.0002388157,0.0001181102,0.002574231,0.0005095823,0.0006322007,0.0002056089,0.0001834517,0.001431881],"category_scores_gemma":[0.0009556728,0.0001814548,0.0001101731,0.004043727,0.0003491694,0.0006035086,0.0008669936,0.0001637173,0.000215485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005663093,"about_ca_system_score_gemma":0.0005135875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09644441,"about_ca_topic_score_gemma":0.3008107,"domain_scores_codex":[0.9998823,0.00003107017,0.00001103201,0.00002369306,0.00001605829,0.00003570341],"domain_scores_gemma":[0.9996735,0.00005763214,0.0001365097,0.00002378743,0.00006545473,0.00004316719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009223605,0.00004233737,0.9523486,0.0001479014,0.00004851223,0.0005992475,0.006913214,0.0003471544,0.001914544,0.0002006565,0.0007865088,0.03655896],"study_design_scores_gemma":[0.000002990441,0.00001634968,0.986955,0.00006728361,0.00001604912,0.0001374588,0.01097005,0.0002246829,0.0001392128,0.00003081547,0.001433989,0.000006087017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998225,0.0001720725,0.00003299764,0.000037397,9.93803e-7,0.00001010164,0.0008951422,0.000001924272,0.0006244034],"genre_scores_gemma":[0.9976521,0.0003432641,0.0004520644,0.00001908552,0.000001264943,0.00002661683,0.001121851,0.000001932347,0.0003817283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09644441,"threshold_uncertainty_score":0.1917661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651808694229735,"score_gpt":0.2533627215220818,"score_spread":0.2368446345797844,"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."}}