{"id":"W4244420480","doi":"10.1007/978-3-319-19650-3_48","title":"Cross-Cultural Studies","year":2021,"lang":"en","type":"book-chapter","venue":"","topic":"Names, Identity, and Discrimination Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Cross-cultural; Sociology; Anthropology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004398266,0.0001326663,0.0002305678,0.00008406153,0.0008240612,0.0006458779,0.0002595108,0.0002047945,0.01771896],"category_scores_gemma":[0.0006909843,0.0001107514,0.0001677012,0.00004295008,0.001209568,0.0002826065,0.0001763281,0.0002114004,0.0005770558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001895293,"about_ca_system_score_gemma":0.0003090104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009679201,"about_ca_topic_score_gemma":0.01156652,"domain_scores_codex":[0.9983498,0.00003989304,0.0001871849,0.000276307,0.0009026197,0.0002441902],"domain_scores_gemma":[0.9980481,0.0001229934,0.0000631925,0.00015282,0.001502889,0.0001100092],"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":[0.000001261212,0.000006887482,0.0002278471,0.00003549852,0.00005988883,0.00002457836,0.001535137,9.437869e-8,0.00000114363,0.9434189,0.05188371,0.002805098],"study_design_scores_gemma":[0.00008577039,0.000008484122,0.0001602645,0.00003619754,0.00002187811,4.654398e-7,0.005726339,1.732913e-7,0.000006782881,0.05249512,0.9412822,0.0001763584],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001978307,0.005260918,0.000002625553,0.001790186,0.0006818867,0.0001383226,0.000009432206,0.00006692568,0.9918519],"genre_scores_gemma":[0.002019248,0.007858158,0.00004958308,0.0001785491,0.000697832,0.000006691915,0.0000211522,0.00001175995,0.989157],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8909237,"threshold_uncertainty_score":0.983179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.181557313319712,"score_gpt":0.4856779859612352,"score_spread":0.3041206726415231,"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."}}