{"id":"W4386233819","doi":"10.1109/istas55053.2022.10226643","title":"Inclusion is Much More Than Access: STEM Capital and Agentic Strategies","year":2022,"lang":"en","type":"article","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Inclusion (mineral); Business; Capital (architecture); Computer science; Psychology; Geography; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003231507,0.000313839,0.000303878,0.001583337,0.005827812,0.009128173,0.0006853816,0.001075314,0.005566065],"category_scores_gemma":[0.005747959,0.0001370076,0.0002346315,0.0009660269,0.01819918,0.00621986,0.008677701,0.00160825,0.0002899125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003436361,"about_ca_system_score_gemma":0.00297399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003288516,"about_ca_topic_score_gemma":0.003277104,"domain_scores_codex":[0.9973012,0.001492698,0.00005811682,0.0002028664,0.0003148319,0.0006303737],"domain_scores_gemma":[0.9958205,0.001833749,0.0007300319,0.0002538959,0.0002598774,0.001101896],"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":[0.00004335181,0.0001510264,0.01649635,0.00005658813,0.00002155353,0.0004617776,0.06434903,0.0003108278,0.0004651847,0.8927289,0.001273398,0.02364201],"study_design_scores_gemma":[0.00004675957,0.0001446427,0.0202689,0.0003160002,0.00004222986,0.0005327133,0.1467937,0.001897256,0.0009265927,0.7321691,0.09681437,0.00004780927],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6620521,0.001112299,0.01409089,0.02210347,0.00008067771,0.00008093888,0.00004037478,0.00002641232,0.3004129],"genre_scores_gemma":[0.995104,0.0001780048,0.0005896385,0.0002934145,0.00001942427,0.0000202395,0.000006775525,0.000006091396,0.003782436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009128173,"threshold_uncertainty_score":0.02493262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04192191027468844,"score_gpt":0.3040680343407916,"score_spread":0.2621461240661032,"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."}}