{"id":"W2144899425","doi":"10.5539/hes.v3n1p50","title":"Why Did They Come Here? –The Influences and Expectations of First-Year Students’ College Experience","year":2013,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Attendance; Perception; Psychology; Institution; Higher education; Medical education; Mathematics education; Sociology; Medicine; Social science; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003273279,0.0001471736,0.0002401245,0.000117157,0.00156819,0.0001292017,0.0004659476,0.0000430004,0.0005181331],"category_scores_gemma":[0.0002912735,0.0001046557,0.00004349419,0.0005488063,0.001483671,0.0004223627,0.0001728436,0.00009965764,0.00007383859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001111108,"about_ca_system_score_gemma":0.00015408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003638074,"about_ca_topic_score_gemma":0.001675589,"domain_scores_codex":[0.9980798,0.0002774917,0.000326946,0.0002732637,0.0007434064,0.0002990837],"domain_scores_gemma":[0.9972786,0.000968629,0.0001703992,0.0002701195,0.001199397,0.000112859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000002761736,0.0001868746,0.8125546,0.00002904706,0.0001033914,8.330457e-8,0.1206514,7.280069e-7,0.00001353294,0.02245236,0.04396017,0.00004504922],"study_design_scores_gemma":[0.00008293342,0.00001845076,0.5396974,0.00003123458,0.00001237664,1.46442e-7,0.3654082,1.047201e-7,0.00001176588,0.001655051,0.09299562,0.00008674448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9507936,0.00688598,8.414133e-7,0.03651216,0.001004731,0.000659709,0.000006667777,0.00004344093,0.00409286],"genre_scores_gemma":[0.9884819,0.002138469,0.0002414391,0.0005000134,0.0002336444,0.001545846,0.000001238452,0.000009460748,0.006848012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2728572,"threshold_uncertainty_score":0.9997317,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05421351727917721,"score_gpt":0.437064392770633,"score_spread":0.3828508754914557,"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."}}