{"id":"W4404249862","doi":"10.1017/s1047759424000217","title":"Objects, affordances, and material histories in Roman Palestine: a case study on Northern Collar-Neck Lamps and their uses in early Jewish Sources","year":2024,"lang":"en","type":"article","venue":"Journal of Roman Archaeology","topic":"Archaeology and Historical Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Affordance; Palestine; Collar; Judaism; History; Ancient history; Art; Archaeology; Engineering; Computer science; Mechanical engineering","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":[0.000350835,0.0002095605,0.0005241425,0.0003942535,0.0002238774,0.00003391034,0.0001125761,0.00006760026,0.00003520667],"category_scores_gemma":[0.00006979412,0.0001499809,0.00004625792,0.00006689847,0.001331563,0.0001567726,0.0001810514,0.0003774755,0.000001569673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009751211,"about_ca_system_score_gemma":0.00004824187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00212988,"about_ca_topic_score_gemma":0.3301349,"domain_scores_codex":[0.99871,0.000206169,0.0004742279,0.000234823,0.000107091,0.0002676247],"domain_scores_gemma":[0.9992854,0.0003595715,0.0001506962,0.00008419801,0.00005361899,0.00006649421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003490405,0.0001729102,0.3870707,0.00007659932,0.0001095359,0.01015598,0.5876577,0.0000037961,0.00000995043,0.01222682,0.0001087988,0.002058063],"study_design_scores_gemma":[0.005623712,0.02032965,0.4163961,0.0007671579,0.0002383499,0.01469489,0.2383713,0.00006540169,0.00003616293,0.07289356,0.2293717,0.001212143],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906004,0.007244732,0.000002220102,0.0006635531,0.0008656798,0.000177239,0.00001322982,0.0000209851,0.0004119528],"genre_scores_gemma":[0.998911,0.0002510744,0.00004964088,0.00005020219,0.0004244906,0.00001353598,8.700408e-7,0.00001771297,0.0002814533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3492865,"threshold_uncertainty_score":0.6820884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01976772727008734,"score_gpt":0.2275344906901456,"score_spread":0.2077667634200583,"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."}}