{"id":"W4405354031","doi":"10.1016/j.quaint.2024.109593","title":"Climate frameworks for the Middle Stone Age and Later Stone Age in Northwest Africa","year":2024,"lang":"en","type":"article","venue":"Quaternary International","topic":"Pleistocene-Era Hominins and Archaeology","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Middle Stone Age; Stone Age; Archaeology; Physical geography; Later Stone Age; Geography; Geology; Cave","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":[0.0004734283,0.0001076061,0.000124682,0.0001150695,0.0002001463,0.0001376668,0.0003386323,0.000133492,0.0001930933],"category_scores_gemma":[0.00005484708,0.000081537,0.00006115752,0.0001009537,0.0003894533,0.0001789528,0.00012903,0.0002771977,0.00002863954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007610327,"about_ca_system_score_gemma":0.00003996541,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004601407,"about_ca_topic_score_gemma":0.03099938,"domain_scores_codex":[0.9989272,0.00006421691,0.000212337,0.0002583407,0.0002260145,0.0003119181],"domain_scores_gemma":[0.9992847,0.0004900562,0.00003961954,0.00009881387,0.00003013614,0.00005669781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005274282,0.0003794732,0.4098951,0.000126696,0.0003964142,0.004545591,0.2163505,0.0003271213,0.0007244181,0.3126145,0.004386272,0.04972646],"study_design_scores_gemma":[0.001482479,0.0002747638,0.4675283,0.0004812709,0.00005921691,0.00005048551,0.008171117,0.02295465,0.0001098216,0.04912924,0.4490488,0.0007098278],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818915,0.0006608705,0.0006559402,0.01137331,0.001598747,0.0002584696,0.0001102031,0.00005594886,0.003394974],"genre_scores_gemma":[0.9947634,0.0006154489,0.000621449,0.0003125675,0.0005181831,0.00008958452,0.00004217405,0.00001469047,0.003022513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4446626,"threshold_uncertainty_score":0.9866824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04055275213129774,"score_gpt":0.3209634314352576,"score_spread":0.2804106793039599,"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."}}