{"id":"W4408324375","doi":"10.21307/connections-2019.048","title":"Do Birds of a Feather Always Flock Together? Deep-Level Diversity as an Organizing Social Principle for Task-Relevant Relationships","year":2024,"lang":"en","type":"article","venue":"Connections","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Homophily; Diversity (politics); Similarity (geometry); Task (project management); Preference; Social psychology; Psychology; Variation (astronomy); Relation (database); Empirical research; Cognitive psychology; Computer science; Sociology; Artificial intelligence; Mathematics; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.00106795,0.00008657077,0.0001276924,0.0001015416,0.003538268,0.00008910192,0.0002107593,0.0001542713,0.0003926816],"category_scores_gemma":[0.0005665858,0.00009492815,0.0001269095,0.0004616911,0.0001529448,0.0003452709,0.0001370788,0.0001743494,0.00007578301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001767983,"about_ca_system_score_gemma":0.0002437748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002041955,"about_ca_topic_score_gemma":0.005787455,"domain_scores_codex":[0.9988865,0.0002409278,0.0001503688,0.0002589694,0.0002391194,0.0002241435],"domain_scores_gemma":[0.999196,0.0003088953,0.00005475133,0.0001290051,0.0002157474,0.00009559666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002355159,0.0001593227,0.0215482,0.00005414413,0.0001326707,0.00000205323,0.2355006,0.00003536627,0.0004733716,0.7383568,0.002090483,0.001623399],"study_design_scores_gemma":[0.001317301,0.0004044605,0.07244129,0.00009088046,0.0006483829,0.000006159022,0.418453,0.001463197,0.0008413402,0.2237528,0.2796058,0.000975395],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520031,0.0001186087,0.03044739,0.003010869,0.001001963,0.0004979278,0.0002474141,0.000334716,0.01233804],"genre_scores_gemma":[0.9973802,0.00001355518,0.0006240872,0.00005034123,0.0002731549,0.000008230558,0.00001347282,0.00001141425,0.001625531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.514604,"threshold_uncertainty_score":0.997759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2578545641370177,"score_gpt":0.3572047420784943,"score_spread":0.09935017794147666,"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."}}