{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002176215,0.0000876183,0.0004359602,0.0001212492,0.0003081589,0.000005370435,0.0001343877,0.00002517538,0.0001950749],"category_scores_gemma":[0.0001851104,0.00005923549,0.0001430707,0.00004548812,0.0009073835,0.000074268,0.0001103217,0.000151451,0.000005905263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005952796,"about_ca_system_score_gemma":0.00003257533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000186623,"about_ca_topic_score_gemma":0.0002247746,"domain_scores_codex":[0.9992137,0.00002969292,0.0004500411,0.00006249754,0.0001259231,0.00011815],"domain_scores_gemma":[0.9988846,0.0002336214,0.0002973111,0.00007013825,0.0004932467,0.00002109918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001909281,0.0001725505,0.004468547,0.0001502353,0.002326011,0.00002606551,0.0807956,0.000007090741,0.0000241649,0.6855416,0.2227066,0.003590633],"study_design_scores_gemma":[0.0005688285,0.0003025849,0.002146134,0.000109187,0.0002089133,0.000004131746,0.009630033,6.796122e-7,0.00006283967,0.1247689,0.8621101,0.00008770198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2551396,0.1504088,0.0004245193,0.01044089,0.01051705,0.00020345,0.00001559468,0.00003436552,0.5728157],"genre_scores_gemma":[0.9877179,0.001661221,0.0001303157,0.0002835539,0.0004491284,0.000001594242,1.294308e-7,0.00000375951,0.009752428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7325783,"threshold_uncertainty_score":0.3343292,"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."}}