{"id":"W4396625003","doi":"10.5430/jct.v13n2p46","title":"University Majors and Personality Traits: A Quantitative Study of Natural Sciences and Language Majors","year":2024,"lang":"en","type":"article","venue":"Journal of Curriculum and Teaching","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Faisal University","keywords":"Big Five personality traits; Psychology; Personality; Mathematics education; Social psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.002519277,0.0002211788,0.0003612653,0.001356645,0.001117246,0.0009277292,0.000294927,0.0003634967,0.001505648],"category_scores_gemma":[0.007686123,0.0002246405,0.0003544964,0.001186618,0.000637745,0.0005368768,0.0009762201,0.0005707133,0.0002966376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005235177,"about_ca_system_score_gemma":0.0007440854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001767593,"about_ca_topic_score_gemma":0.003196756,"domain_scores_codex":[0.9983517,0.0007172593,0.0001312156,0.0001739383,0.0003668513,0.0002590801],"domain_scores_gemma":[0.9916688,0.002647638,0.001963069,0.0004888753,0.001392324,0.001839147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001303728,0.0004243784,0.9715839,0.0000438854,0.00003876125,0.0001282038,0.0149476,0.00005630575,0.001470918,0.0001175964,0.0003052477,0.01075287],"study_design_scores_gemma":[0.000006214309,0.0002720356,0.9853495,0.00001006948,0.000006333341,0.0001061639,0.01314315,0.0001389523,0.0001844254,0.0000456987,0.0007279482,0.000009625268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995599,0.00001601492,0.00007928976,0.00001480872,0.000002644076,0.00002136348,0.0000588854,0.000001329921,0.0002457429],"genre_scores_gemma":[0.9993306,0.00001676233,0.0001835058,0.00002252424,0.000004719398,0.00006406433,0.00008561897,0.000001410686,0.0002908222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002519277,"threshold_uncertainty_score":0.01332337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02477047574030449,"score_gpt":0.3454411021801186,"score_spread":0.3206706264398141,"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."}}