{"id":"W4391941874","doi":"10.4018/979-8-3693-1371-8.ch006","title":"From Diversity to Discovery","year":2024,"lang":"en","type":"book-chapter","venue":"Advances in library and information science (ALIS) book series","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cornerstone; Diversity (politics); Bridging (networking); Immigration; Political science; Asset (computer security); Public relations; Cultural diversity; Economic growth; Geography; Regional science; Economics; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004543808,0.0006856178,0.0009422855,0.003130369,0.01087805,0.01773633,0.002062313,0.003407044,0.01551341],"category_scores_gemma":[0.007583472,0.0004146824,0.0006446394,0.004058158,0.03082861,0.0161493,0.01213794,0.007976429,0.003847576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01677505,"about_ca_system_score_gemma":0.02789148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03089398,"about_ca_topic_score_gemma":0.05896314,"domain_scores_codex":[0.9954736,0.00181839,0.00009871426,0.0004071016,0.001671138,0.0005310541],"domain_scores_gemma":[0.9943978,0.003453297,0.0001499252,0.0004872381,0.0007366646,0.0007751809],"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":[0.00001213399,0.00001238898,0.000156688,0.0003162228,0.000009308878,0.0001604858,0.01100835,0.00009983166,0.000143617,0.7130172,0.2119306,0.06313309],"study_design_scores_gemma":[0.000003037738,0.000003459198,0.00006702402,0.0003580426,0.000002427084,0.00008348843,0.002106197,0.00003088704,0.00004494672,0.1060651,0.8912302,0.00000524879],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002076457,0.11588,0.00568004,0.1458602,0.007887602,0.000061005,0.0001840787,0.0001511142,0.7222195],"genre_scores_gemma":[0.1087695,0.1276926,0.01208888,0.08365826,0.008171098,0.0002643683,0.000484473,0.0004602353,0.6584107],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03089398,"threshold_uncertainty_score":0.1217121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716095351250502,"score_gpt":0.3391015782912968,"score_spread":0.3219406247787918,"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."}}