{"id":"W4410839248","doi":"10.1007/978-3-031-82900-0_1","title":"Changing Tides: Twilight and Dawn in the Modern Cross-Cultural Management Sea","year":2025,"lang":"en","type":"book-chapter","venue":"Diversity and inclusion research","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Crosslight Software (Canada)","funders":"","keywords":"Twilight; Oceanography; History; Geography; Geology; Astronomy; Physics","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":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.004445016,0.0001444909,0.0001906051,0.000423453,0.02101496,0.000236436,0.0007868587,0.0002702302,0.0002081797],"category_scores_gemma":[0.00007280875,0.0001181752,0.00006051363,0.00019146,0.001029968,0.0003222038,0.03894925,0.0006596885,0.00001299836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001980022,"about_ca_system_score_gemma":0.00005572002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002418763,"about_ca_topic_score_gemma":0.0008541585,"domain_scores_codex":[0.9971931,0.0003240319,0.000128456,0.0004254498,0.001485366,0.0004436141],"domain_scores_gemma":[0.9991615,0.0002382235,0.0000425004,0.0002071622,0.000248786,0.0001018082],"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":[0.0000995861,0.00007178089,0.006928334,0.0003975677,0.00008453527,0.0001592029,0.4695187,0.000001675705,0.000001817465,0.4986256,0.007298529,0.0168127],"study_design_scores_gemma":[0.001174133,0.0001086857,0.006833943,0.0006606953,0.00009310849,0.000001405568,0.08712104,0.0002427288,0.000009290809,0.2997636,0.6033679,0.0006235087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04619213,0.0006044077,0.000009599554,0.003033924,0.00008350633,0.0005715003,0.00005386061,0.00002097526,0.9494301],"genre_scores_gemma":[0.5943261,0.004696249,0.00001975924,0.0005094563,0.00008224021,0.000002591828,0.0000281335,0.000004012381,0.4003315],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5960694,"threshold_uncertainty_score":0.9802595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2111206423800614,"score_gpt":0.4053211861384091,"score_spread":0.1942005437583477,"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."}}