{"id":"W4388240261","doi":"10.2139/ssrn.4621357","title":"Investigating Connectivity in the Metapontine Chora Using Least Cost Path","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Ancient Mediterranean Archaeology and History","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Path (computing); Business; Computer science; Computer network","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":[0.0003321644,0.0003312114,0.0003641074,0.001176302,0.0007841565,0.001047191,0.000561008,0.0005529025,0.006463906],"category_scores_gemma":[0.004126364,0.0003065413,0.0003186356,0.001617514,0.0006625052,0.001198565,0.0006338677,0.0005520426,0.0003808803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005643387,"about_ca_system_score_gemma":0.0005084014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01758817,"about_ca_topic_score_gemma":0.02097449,"domain_scores_codex":[0.999842,0.00005608246,0.000004094592,0.00005311933,0.00002004889,0.00002469049],"domain_scores_gemma":[0.9984595,0.00108544,0.0001215297,0.00009064047,0.0001310465,0.000111916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001869813,0.0002204411,0.1403735,0.0004925886,0.0004466671,0.001820944,0.003312699,0.6171239,0.0176074,0.09280442,0.005489609,0.118438],"study_design_scores_gemma":[0.00006464156,0.0001121797,0.04866724,0.00004553406,0.00007928174,0.0003105977,0.001832344,0.9042999,0.001564414,0.03972773,0.003261904,0.00003423064],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534889,0.0002686325,0.03882116,0.0002168472,0.00001267286,0.0000301038,0.0006425384,0.00009449767,0.006424695],"genre_scores_gemma":[0.9850106,0.00007330307,0.01330167,0.000009339424,0.000006538929,0.0000175521,0.0003814815,0.00003475127,0.001164796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01758817,"threshold_uncertainty_score":0.03497159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101357839574876,"score_gpt":0.2805873769016912,"score_spread":0.1792295373268152,"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."}}