{"id":"W2990910502","doi":"10.5430/ijhe.v9n1p116","title":"First-year Students’ Adjustment to University Life: A Case Study of Implementing College Buddy Program","year":2019,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Education and Islamic Studies","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Academic year; Student life; Psychology; Qualitative research; Mathematics education; Medicine; Computer science; Sociology; Library 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004309091,0.00006505913,0.0001326013,0.0002435091,0.0001230468,0.00003619841,0.0003848478,0.00002351184,0.0007196867],"category_scores_gemma":[0.0000549791,0.00006466841,0.00005423076,0.0002415294,0.00002504502,0.0001985996,0.00007967676,0.00007245396,0.00001951801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003562797,"about_ca_system_score_gemma":0.0004822993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001825176,"about_ca_topic_score_gemma":0.0007430179,"domain_scores_codex":[0.9986865,0.00009091883,0.0003104283,0.000105201,0.0006898255,0.0001171197],"domain_scores_gemma":[0.9983225,0.00007118934,0.0003675804,0.00007984327,0.00106743,0.00009140114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000122647,0.006251422,0.8553188,0.00001115178,0.0005094084,0.00003479338,0.09941385,0.00003828464,0.00001427932,0.008874689,0.02606673,0.003343906],"study_design_scores_gemma":[0.0009998644,0.0004263979,0.3446741,0.00005110075,0.00005407335,0.00002135417,0.4615923,0.000001233633,0.000005297619,0.00009442676,0.191995,0.00008492978],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879728,0.00006075076,0.000002701634,0.003259596,0.004003058,0.0005164754,0.000004402406,0.000008577847,0.004171629],"genre_scores_gemma":[0.9905174,0.00003170729,0.0004876925,0.0001254589,0.0006124138,0.000005827292,0.00000108729,0.000004893678,0.008213563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5106448,"threshold_uncertainty_score":0.7880065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02596580638382975,"score_gpt":0.4030011742886749,"score_spread":0.3770353679048452,"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."}}