{"id":"W3049580682","doi":"10.1108/jarhe-05-2020-0148","title":"Can introductory financial accounting grades predict student choice to major in accounting?","year":2020,"lang":"en","type":"article","venue":"Journal of Applied Research in Higher Education","topic":"Accounting Education and Careers","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Originality; Accounting; Psychology; Value (mathematics); Financial accounting; Mathematics education; Medical education; Social psychology; Accounting information system; Computer science; Business; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002562574,0.0002455918,0.000289657,0.0009224359,0.0006679428,0.001905134,0.0007746569,0.000689062,0.006530597],"category_scores_gemma":[0.02347054,0.0001826087,0.0005015398,0.0009880513,0.0008236161,0.0006026889,0.0006728426,0.001285217,0.0009228803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045379,"about_ca_system_score_gemma":0.001836838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03364452,"about_ca_topic_score_gemma":0.04934296,"domain_scores_codex":[0.9986754,0.0004383849,0.0000924073,0.0001923954,0.0003417885,0.000259598],"domain_scores_gemma":[0.9776731,0.008775834,0.006722062,0.000888161,0.001464037,0.004476843],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004040544,0.0001387266,0.9964231,0.00000453151,0.00001239398,0.00001222408,0.0002563228,0.00005821336,0.00003615439,0.00005671677,0.00009428662,0.00286689],"study_design_scores_gemma":[0.000003237385,0.0001189053,0.9981085,0.00001171987,0.00001006659,0.00001352439,0.0007404201,0.0005763857,0.00008412428,0.0001402959,0.0001874543,0.000005365852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988739,0.00003415454,0.0000782487,0.0001220668,0.000005616921,0.000008956975,0.00007038558,0.000003853321,0.0008028503],"genre_scores_gemma":[0.9992152,0.00002906997,0.0001118725,0.00002778734,0.000004831554,0.00000775507,0.0001153775,0.000001482415,0.0004865104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03364452,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0547191098384141,"score_gpt":0.3471045954685869,"score_spread":0.2923854856301727,"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."}}