{"id":"W4410354122","doi":"10.5642/jas.aakp8515","title":"Sound of Berberia","year":2025,"lang":"en","type":"article","venue":"Journal of Amazigh studies.","topic":"Archaeology and Historical Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Sound (geography); Acoustics; Computer science; Environmental science; Physics","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":[0.0003750077,0.0004656523,0.0005840442,0.0009180544,0.003001097,0.001760709,0.0004589146,0.0007444208,0.1477808],"category_scores_gemma":[0.001101162,0.0002163292,0.0001173261,0.0006449444,0.0007487393,0.000690766,0.001453121,0.0007208095,0.03986843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372816,"about_ca_system_score_gemma":0.001417976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02114692,"about_ca_topic_score_gemma":0.07210429,"domain_scores_codex":[0.999688,0.00002724729,0.00001932196,0.0001142979,0.00007578349,0.00007539026],"domain_scores_gemma":[0.9996649,0.00004235423,0.00004087557,0.0000465989,0.0001422952,0.00006293086],"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":[0.00208475,0.0001339078,0.01273574,0.002330058,0.00005971379,0.003907443,0.003392866,0.0003070495,0.01151944,0.01186355,0.5394301,0.4122353],"study_design_scores_gemma":[0.00004071333,0.0001150922,0.05180126,0.0004183842,0.00001473896,0.0005515835,0.001232712,0.00007495736,0.0006989397,0.0004592549,0.9445817,0.00001068044],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05818987,0.009351737,0.0005845841,0.003226683,0.005894248,0.0001350955,0.0039265,0.0007020143,0.9179894],"genre_scores_gemma":[0.1346261,0.002116829,0.0007718314,0.0007705466,0.0005972225,0.00004288927,0.00205818,0.0002971627,0.8587192],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1477808,"threshold_uncertainty_score":0.4943761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05110948357868529,"score_gpt":0.3016874484025084,"score_spread":0.2505779648238232,"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."}}