{"id":"W2016714109","doi":"10.1007/s10734-010-9392-9","title":"The first semester of university life; ‘will I be able to manage it at all?’","year":2010,"lang":"en","type":"article","venue":"Higher Education","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Strategic Innovation Fund","keywords":"Preparedness; Higher education; Psychology; Irish; Medical education; Pedagogy; Mathematics education; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005593606,0.00006665282,0.00007258398,0.00004432747,0.000622566,0.0000454534,0.0003185025,0.00007693547,0.001985787],"category_scores_gemma":[0.00009574997,0.00005808573,0.00004347149,0.0002967699,0.0001706211,0.0001767788,0.00004953552,0.00009021055,0.000159953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001679453,"about_ca_system_score_gemma":0.0003222055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003871261,"about_ca_topic_score_gemma":0.01506069,"domain_scores_codex":[0.9991832,0.0001019441,0.0001257302,0.000176879,0.0002144193,0.0001978391],"domain_scores_gemma":[0.9990585,0.0001668239,0.00007166438,0.0003443367,0.000162663,0.0001959532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003627464,0.0003382477,0.1301429,0.00001988276,0.00001970013,1.305049e-7,0.03581528,0.000002906842,0.0002028025,0.07213466,0.7605785,0.0007087715],"study_design_scores_gemma":[0.00003717935,0.000006075443,0.2476679,0.000002506712,0.000008365416,5.323458e-8,0.001012152,1.242428e-7,0.00002487933,0.0003378598,0.7508479,0.00005495868],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7164285,0.00001739823,0.000002873829,0.2279048,0.002948813,0.0002359105,0.00000320659,0.00003199195,0.05242652],"genre_scores_gemma":[0.7892221,0.0000178005,0.0001968746,0.003791279,0.0002979766,0.000008190049,0.000005599341,0.000005839057,0.2064544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2241136,"threshold_uncertainty_score":0.9989265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02719774879868793,"score_gpt":0.3213208858887135,"score_spread":0.2941231370900256,"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."}}