{"id":"W4403616266","doi":"10.1177/10464964241288555","title":"Cognitive Diversity and Initiative-Taking in Crisis: A Multisource Multilevel Dual-Path Model","year":2024,"lang":"en","type":"article","venue":"Small Group Research","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Diversity (politics); Psychology; Dual (grammatical number); Cognition; Path analysis (statistics); Multilevel model; Path (computing); Social psychology; Political science; Computer science","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"],"consensus_categories":[],"category_scores_codex":[0.004746371,0.0001114752,0.0001573963,0.0003566258,0.002130178,0.0001971428,0.0002435714,0.0001552931,0.00007332832],"category_scores_gemma":[0.0008976787,0.0001191261,0.00005226734,0.0006068341,0.0004833768,0.0005397363,0.001475003,0.0007310929,0.00004976849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002276786,"about_ca_system_score_gemma":0.0001683915,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02316619,"about_ca_topic_score_gemma":0.009648311,"domain_scores_codex":[0.996865,0.001053794,0.0001472244,0.0005043894,0.0007836379,0.0006459409],"domain_scores_gemma":[0.9986342,0.000811297,0.00002936359,0.0001016941,0.0002298023,0.0001936979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001198377,0.0002767025,0.06797975,0.0002326347,0.0000696301,0.0003219587,0.8730837,0.00004313246,0.00008289603,0.04551918,0.000543367,0.01172728],"study_design_scores_gemma":[0.002000606,0.0002281361,0.2316876,0.0006609928,0.00004051335,0.000002883479,0.6222588,0.1020518,0.00006595594,0.03886238,0.001479759,0.0006605667],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795621,0.0005036358,0.004026867,0.000950171,0.0000839247,0.000449675,0.00006938748,0.00008847451,0.01426577],"genre_scores_gemma":[0.9986805,0.0002583377,0.000347157,0.000125442,0.0000735315,0.0000144727,0.000006257862,0.000008885888,0.0004854638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2508248,"threshold_uncertainty_score":0.9991689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.570133484720375,"score_gpt":0.4437035404681426,"score_spread":0.1264299442522324,"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."}}