{"id":"W2130216891","doi":"10.5539/hes.v3n1p1","title":"From Access to Success: Identity Contingencies &amp; African-American Pathways to Science","year":2013,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Matriculation; Likert scale; Psychology; Identity (music); Stereotype (UML); Social psychology; Science education; Race (biology); Scale (ratio); African american; Sense of community; Developmental psychology; Pedagogy; Sociology; Gender studies; Mathematics education","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001022557,0.0002359233,0.0003951914,0.0005557641,0.002230127,0.001397381,0.001585591,0.0000335557,0.001507519],"category_scores_gemma":[0.001548287,0.000217207,0.00006103416,0.00453459,0.001991567,0.002223542,0.0008310871,0.0001369596,0.002405073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008148639,"about_ca_system_score_gemma":0.001463834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07838965,"about_ca_topic_score_gemma":0.00866649,"domain_scores_codex":[0.9962798,0.0002335106,0.0003875328,0.0007481176,0.001498418,0.0008526376],"domain_scores_gemma":[0.9949973,0.0004787544,0.0001912628,0.0005454885,0.003111946,0.0006752342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001088201,0.0004537865,0.1810505,0.00002607196,0.0001693579,4.004931e-7,0.2404449,0.000006082291,0.001633943,0.02948359,0.5390555,0.007664936],"study_design_scores_gemma":[0.00003581585,0.00001844221,0.5648548,0.00002855861,0.00001177343,3.399144e-8,0.08220697,4.328903e-8,0.00009668351,0.003270506,0.3492629,0.0002135288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.89507,0.001007902,0.00005676288,0.08539817,0.003768179,0.0009660025,0.00001502589,0.0001702868,0.01354773],"genre_scores_gemma":[0.9794254,0.0002501329,0.002206112,0.00377671,0.001425387,0.001842956,0.000003914686,0.00001845035,0.01105099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3838043,"threshold_uncertainty_score":0.9996393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1345157182207222,"score_gpt":0.4920772026623538,"score_spread":0.3575614844416315,"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."}}