{"id":"W2053231569","doi":"10.5539/jel.v3n2p14","title":"First-Generation College Student Dissertation Abstracts: Research Strategies, Topical Analysis, and Lessons Learned","year":2014,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Conversation; Focus group; Mathematics education; Population; Higher education; Qualitative research; Research methodology; Pedagogy; Medical education; Sociology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1156631,0.0009291154,0.001125183,0.009881306,0.008027076,0.01910664,0.003069876,0.001954797,0.005401638],"category_scores_gemma":[0.2180772,0.000961501,0.001084567,0.009913726,0.004851256,0.0161369,0.009816623,0.003247017,0.001647264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009139436,"about_ca_system_score_gemma":0.01657934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002086608,"about_ca_topic_score_gemma":0.004703086,"domain_scores_codex":[0.9138378,0.06325915,0.006362256,0.003477697,0.0113646,0.001698415],"domain_scores_gemma":[0.7766972,0.1683881,0.01325441,0.009622436,0.02722027,0.004817588],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005464817,0.0001260294,0.00769324,0.004648099,0.00004902565,0.0004522183,0.7549976,0.00009906401,0.00247905,0.009608718,0.008140454,0.2116518],"study_design_scores_gemma":[0.00002746553,0.0001163836,0.005543245,0.003489121,0.00005904254,0.000467994,0.8718946,0.0003186664,0.001645956,0.01080619,0.10557,0.00006129976],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7031819,0.03982095,0.074974,0.09402772,0.002269919,0.009423721,0.00171399,0.0004971788,0.07409061],"genre_scores_gemma":[0.8329408,0.03493837,0.08872034,0.008394431,0.0007768197,0.008570002,0.001175226,0.0004047528,0.02407922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8843369,"threshold_uncertainty_score":0.6116921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1022301816382397,"score_gpt":0.5268511531393523,"score_spread":0.4246209715011126,"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."}}