{"id":"W3169959750","doi":"10.1016/j.quaint.2021.06.009","title":"The Middle Paleolithic ground stones tools of Nesher Ramla unit V (Southern Levant): A multi-scale use-wear approach for assessing the assemblage functional variability","year":2021,"lang":"en","type":"article","venue":"Quaternary International","topic":"Pleistocene-Era Hominins and Archaeology","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trent University","funders":"","keywords":"Assemblage (archaeology); Stone tool; Workflow; Diversification (marketing strategy); Geography; Scale (ratio); Resource (disambiguation); Archaeology; Ecology; Paleontology; Geology; Cartography; Computer science; Biology; Database","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":[0.0003441,0.0004017418,0.0002569596,0.003841372,0.001136861,0.000840552,0.0004541137,0.0003047876,0.001736104],"category_scores_gemma":[0.0005913991,0.0002381297,0.000293074,0.001939945,0.0006513867,0.0005327683,0.001340098,0.0001953911,0.0004323802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004710853,"about_ca_system_score_gemma":0.0003034272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02706507,"about_ca_topic_score_gemma":0.1441072,"domain_scores_codex":[0.9997875,0.00005355524,0.00001747368,0.00004857699,0.00003947866,0.00005342715],"domain_scores_gemma":[0.9997373,0.00004617382,0.00007874696,0.00002624214,0.00007510305,0.00003641843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001929056,0.00006952196,0.9277454,0.00005218532,0.0000855173,0.0004842778,0.02678946,0.0002430534,0.01167269,0.0002613978,0.0001863848,0.03221733],"study_design_scores_gemma":[9.055246e-7,0.00006837455,0.9877887,0.00001090565,0.00001504411,0.0001434306,0.01082148,0.0002648114,0.000321011,0.00003802033,0.00052336,0.000003830948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992873,0.00002087174,0.00009460925,0.000003175273,4.789719e-7,0.000004014079,0.00006803073,0.000001528196,0.0005200788],"genre_scores_gemma":[0.9988126,0.00002030651,0.0004010557,0.000003081345,8.084734e-7,0.0000108153,0.0001849846,0.000003338003,0.0005630469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02706507,"threshold_uncertainty_score":0.05381507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496895294941722,"score_gpt":0.3485279246350875,"score_spread":0.1988383951409154,"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."}}