{"id":"W4387170585","doi":"10.1017/s1047759423000351","title":"Do shape and size matter? The distribution of<i>Amphore Crétoise</i>4 containers, 1st–3rd c. CE","year":2023,"lang":"en","type":"article","venue":"Journal of Roman Archaeology","topic":"Ancient Mediterranean Archaeology and History","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Amphora; Frontier; Distribution (mathematics); Type (biology); Geography; Upstream (networking); Economic geography; History; Archaeology; Engineering; Geology; Mathematics; Paleontology","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":[0.0006100225,0.0001082008,0.0001753097,0.001193399,0.0005784663,0.001526875,0.000387835,0.0002248657,0.006729364],"category_scores_gemma":[0.002723348,0.0001544949,0.0001486853,0.001119283,0.001841556,0.0008835592,0.0007737513,0.000226846,0.0009348739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005845685,"about_ca_system_score_gemma":0.0002460428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006082565,"about_ca_topic_score_gemma":0.01442821,"domain_scores_codex":[0.9996276,0.00009416808,0.00002288003,0.00007857996,0.00008405047,0.00009276863],"domain_scores_gemma":[0.9990971,0.0001902236,0.0003489157,0.00009258553,0.0001951419,0.00007598699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004284001,0.00003774542,0.8821757,0.00009775341,0.0000487192,0.0005529621,0.01264427,0.0002876044,0.0075197,0.004789015,0.002239719,0.08917842],"study_design_scores_gemma":[0.000002538731,0.00003441827,0.9803975,0.00003464279,0.000005811169,0.0004804689,0.009559732,0.0001498732,0.0007421959,0.0002876276,0.008294976,0.00001025415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872423,0.0001776702,0.0001536568,0.00007385567,0.000004781014,0.000006172765,0.0001118466,0.000004620503,0.01222497],"genre_scores_gemma":[0.9982682,0.00008714168,0.0001746598,0.00001470708,0.000003887983,0.000003929554,0.00005895452,0.000007880845,0.001380501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006729364,"threshold_uncertainty_score":0.02251196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02036913874074653,"score_gpt":0.2270592603492972,"score_spread":0.2066901216085507,"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."}}