{"id":"W2542798340","doi":"10.1017/s1047759400072287","title":"Social clustering in 5th-c. Constantinople: the evidence of the <i>Notitia</i>","year":2016,"lang":"en","type":"article","venue":"Journal of Roman Archaeology","topic":"Historical and Religious Studies of Rome","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster analysis; Geography; Diversity (politics); Quarter (Canadian coin); Genealogy; Object (grammar); Social class; History; Economic geography; Sociology; Archaeology; Anthropology; Political science; Law; Linguistics; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003722046,0.00008022341,0.0002622923,0.00006078563,0.0002208183,0.000004276888,0.0004105474,0.00003403456,0.0001075056],"category_scores_gemma":[0.0001409581,0.00003036133,0.0001503086,0.00004083076,0.001887267,0.00007297054,0.0002443145,0.0001923384,0.000005402313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004846938,"about_ca_system_score_gemma":0.00005304498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001722214,"about_ca_topic_score_gemma":0.005204857,"domain_scores_codex":[0.9989818,0.0001422904,0.0004259904,0.00007012719,0.0001902303,0.0001895733],"domain_scores_gemma":[0.9989352,0.0004280063,0.0003757551,0.0001013653,0.0001371006,0.00002261445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007309946,0.000241838,0.03377337,0.0002122302,0.0003536362,0.0001964524,0.3064205,0.00001891686,0.00563836,0.5423581,0.09537829,0.01467733],"study_design_scores_gemma":[0.001914433,0.001062132,0.01578061,0.001181306,0.0001068861,0.0003826686,0.003686624,0.00001044009,0.0002863091,0.03452411,0.9407736,0.0002908978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151087,0.004734338,0.0001334499,0.06338467,0.002471777,0.0001588388,0.000005431969,0.000008924627,0.0139939],"genre_scores_gemma":[0.9970414,0.000472823,0.00002177555,0.0003153479,0.0004916886,0.00000135942,1.75988e-8,0.00000557278,0.001650017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8453953,"threshold_uncertainty_score":0.6953713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03895989687134196,"score_gpt":0.2615142932333104,"score_spread":0.2225543963619684,"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."}}