{"id":"W2947755379","doi":"10.1187/cbe.19-02-0042","title":"One-Year Research Experience for Associate’s Degree Students Impacts Graduation, STEM Retention, and Transfer Patterns","year":2019,"lang":"en","type":"article","venue":"CBE—Life Sciences Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"City University of New York","keywords":"Graduation (instrument); Medical education; Psychology; Associate degree; Focus group; Degree program; Graduate students; Mathematics education; Pedagogy; Medicine; Engineering; Sociology","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":[0.00214651,0.000223916,0.000258646,0.001172826,0.0012076,0.00189806,0.0009460102,0.0006684083,0.004790421],"category_scores_gemma":[0.009517431,0.0001977318,0.0004038071,0.0006323761,0.0009077191,0.0009449025,0.002254399,0.001041978,0.0005569657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004993339,"about_ca_system_score_gemma":0.001333013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005393252,"about_ca_topic_score_gemma":0.009624094,"domain_scores_codex":[0.9985049,0.0004773531,0.00007154737,0.0001801044,0.000263885,0.0005022897],"domain_scores_gemma":[0.9905518,0.002213211,0.002192158,0.0003773367,0.0005912254,0.004074123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001650015,0.001048185,0.9743143,0.0000153805,0.00003197901,0.0001550391,0.002890031,0.00004385283,0.0005620587,0.00009388062,0.0004028657,0.02027755],"study_design_scores_gemma":[0.000005149931,0.0004504976,0.9920731,0.00001720287,0.000009230955,0.0001292018,0.006537811,0.00008652997,0.0002068541,0.00004659482,0.0004295782,0.000008332652],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993962,0.00005076889,0.00002147706,0.00006399502,0.000003688152,0.000004068394,0.00001614488,0.000002368266,0.0004412947],"genre_scores_gemma":[0.9993869,0.00004533792,0.00002819252,0.00002970426,0.000004612782,0.000004802659,0.00004649681,0.000001870982,0.0004519831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005393252,"threshold_uncertainty_score":0.01602554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2548265673026776,"score_gpt":0.4348388366571614,"score_spread":0.1800122693544838,"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."}}