{"id":"W2340053585","doi":"","title":"A Name and a Place: Settlement and Land Use Patterns, Identity Expression and Social Strategies in Hellenistic and Roman Thessaly","year":2016,"lang":"en","type":"dissertation","venue":"Figshare","topic":"Classical Antiquity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Leicester","keywords":"Settlement (finance); Identity (music); Expression (computer science); Geography; Ancient history; Archaeology; Social identity theory; Genealogy; History; Art; Sociology; Aesthetics; Social science; Social group; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001025018,0.000181598,0.0002669641,0.00005980843,0.0004896955,0.0005161921,0.00007389992,0.0002028306,0.001436782],"category_scores_gemma":[0.0003466289,0.0001453113,0.00001992583,0.00003975844,0.00005953857,0.0004624431,0.000147258,0.0001494076,0.000005456342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003227546,"about_ca_system_score_gemma":0.00006221743,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000391348,"about_ca_topic_score_gemma":0.06595936,"domain_scores_codex":[0.9989086,0.0001149594,0.0001581891,0.0003397338,0.0002609718,0.0002174956],"domain_scores_gemma":[0.9994009,0.0003112773,0.0001224988,0.00005279575,0.00004852771,0.00006397994],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.000940543,0.0004638182,0.213594,0.01981556,0.0004734339,0.0003393211,0.498562,3.565324e-7,0.0012803,0.005600201,0.2100982,0.04883223],"study_design_scores_gemma":[0.001187922,0.0000885726,0.9031425,0.008571305,0.00006341586,0.000001657361,0.04422512,0.000008480606,0.00002921625,0.002245831,0.03974669,0.0006893394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9431224,0.001397529,1.787232e-7,0.0006574955,0.00004783295,0.0004055966,0.05371155,0.00003165617,0.0006256974],"genre_scores_gemma":[0.9877115,0.0008004523,0.000006265269,0.00003311637,0.000152186,0.0001018409,0.009075327,0.00001704406,0.002102218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6895485,"threshold_uncertainty_score":0.999476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04575909966331838,"score_gpt":0.3404381646444171,"score_spread":0.2946790649810987,"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."}}