{"id":"W4407313244","doi":"10.62208/jelr.2.2.p.133-140","title":"Quarter Life Crisis and Self-Awareness of Biology Education Students at Universitas Riau in Completing their Final Assignment","year":2025,"lang":"en","type":"article","venue":"Journal of Education and Learning Research","topic":"Education and Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Mathematics education; Psychology; Medical education; Medicine; History","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00344241,0.00004861567,0.0001424048,0.0004861467,0.000673722,0.00005524848,0.0002059872,0.00004761726,0.0001052156],"category_scores_gemma":[0.0007630959,0.00004421685,0.0000219366,0.0004187527,0.0001611327,0.00009723906,0.0001048366,0.0003388256,0.000001358368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414741,"about_ca_system_score_gemma":0.001782705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008341561,"about_ca_topic_score_gemma":0.000131433,"domain_scores_codex":[0.9977323,0.001540355,0.0002654454,0.00009506314,0.00024007,0.0001267121],"domain_scores_gemma":[0.9982266,0.0007009919,0.0001965899,0.00008178552,0.0007131008,0.00008097585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003018913,0.0007001191,0.8799978,0.00003218106,0.00003333444,6.525154e-8,0.09633319,0.000004496355,0.00007613828,0.004660501,0.01185938,0.006272522],"study_design_scores_gemma":[0.0002008023,0.00005868704,0.3533659,0.00009671612,0.000007677715,8.330459e-7,0.5811467,0.00000675566,0.000008824201,0.0005703071,0.0645028,0.00003406185],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9788967,0.002708234,0.00002320841,0.01373707,0.0002242334,0.00009687572,2.572778e-7,0.000003465018,0.004309949],"genre_scores_gemma":[0.9966117,0.002135633,0.0001897141,0.0001508683,0.00006187776,0.000006061643,0.000001617008,0.000002161455,0.0008403931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.526632,"threshold_uncertainty_score":0.5181793,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241325949426012,"score_gpt":0.5082761772976345,"score_spread":0.3841435823550333,"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."}}