{"id":"W7028797930","doi":"","title":"Gender diversity in R &amp;amp; D teams and its impact on firm openness","year":2020,"lang":"en","type":"book-chapter","venue":"Research Portal (Queen's University Belfast)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Gender diversity; Diversity (politics); Openness to experience; Context (archaeology); Work (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002951751,0.0001264935,0.0003102521,0.001425024,0.002771096,0.007631369,0.0007709261,0.001099113,0.03459543],"category_scores_gemma":[0.009849814,0.0002108406,0.0003326652,0.002337603,0.003199419,0.003475386,0.005294316,0.002002794,0.001761167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00514215,"about_ca_system_score_gemma":0.003338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01124527,"about_ca_topic_score_gemma":0.02570815,"domain_scores_codex":[0.9965443,0.001307499,0.00006754024,0.0002648701,0.0005878537,0.001227966],"domain_scores_gemma":[0.9787118,0.01214798,0.002343187,0.000456071,0.0006429578,0.005698032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0009213058,0.0005442678,0.285772,0.0001749992,0.0001106639,0.001366439,0.03039998,0.002844429,0.0008135948,0.4512996,0.04485297,0.1808997],"study_design_scores_gemma":[0.0001243471,0.0003085638,0.6156402,0.0005390943,0.00006031742,0.0004173162,0.09178727,0.001900727,0.0006251954,0.1824286,0.1060753,0.00009313919],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5410928,0.004378802,0.001203344,0.01603568,0.0001224225,0.00003440145,0.0006239075,0.00004813358,0.4364606],"genre_scores_gemma":[0.9750516,0.0004070638,0.0001089537,0.0003451096,0.000035537,0.00001480185,0.00007424,0.0000123506,0.02395031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03459543,"threshold_uncertainty_score":0.1157333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07394795671184813,"score_gpt":0.3305710747916988,"score_spread":0.2566231180798507,"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."}}