{"id":"W7130509123","doi":"10.21070/acopen.10.2025.9829","title":"Moderate Quarter Life Crisis Dominates Emerging Adult Students","year":2025,"lang":"","type":"article","venue":"Academia Open","topic":"Student Stress and Coping","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Categorical variable; Stratified sampling; Descriptive statistics; Life course approach; Distress; Life satisfaction; Descriptive research","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":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0008914075,0.0006875126,0.00111294,0.0003140078,0.0009140946,0.001179884,0.004961091,0.001444094,0.005889439],"category_scores_gemma":[0.0001797229,0.0007073362,0.0002548126,0.0006886927,0.0001096095,0.000531325,0.003376098,0.002507619,0.001595069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001488048,"about_ca_system_score_gemma":0.000200924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001918308,"about_ca_topic_score_gemma":0.0000349313,"domain_scores_codex":[0.9944906,0.0006013855,0.001425375,0.001558086,0.0006820815,0.001242427],"domain_scores_gemma":[0.9976754,0.0003019176,0.0004487163,0.001025043,0.0002167466,0.0003322079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001524027,0.0007209411,0.1878491,0.0002470879,0.002894998,0.00008782716,0.0183195,0.00006730124,0.00005776793,0.03257852,0.743906,0.01174688],"study_design_scores_gemma":[0.04556241,0.0008625744,0.4833841,0.008035389,0.003389835,0.00002256004,0.2768431,0.003134589,0.002261672,0.02124467,0.1497561,0.005502983],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6925714,0.01291417,0.001398164,0.06125842,0.007949656,0.004174513,0.00007050435,0.0001513731,0.2195118],"genre_scores_gemma":[0.9522557,0.002370618,0.00007783763,0.03045209,0.0003946613,0.0005740687,0.00001317034,0.00006328293,0.01379857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5941499,"threshold_uncertainty_score":0.999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528577001165164,"score_gpt":0.4250151608611335,"score_spread":0.3997293908494818,"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."}}