{"id":"W4416828038","doi":"10.65138/ijris.2025.v3i11.236","title":"Understanding Emotional Adaptivity in Study Tools: A Mixed-Methods Evaluation of Eunoia","year":2025,"lang":"","type":"article","venue":"International Journal of Research in Interdisciplinary Studies","topic":"Emotion and Mood Recognition","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Autonomy; Transparency (behavior); Cognition; Trustworthiness; Agency (philosophy); Affect (linguistics); Perception","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.04952031,0.0003429823,0.001008604,0.007544154,0.0002228867,0.0001253154,0.00109618,0.0002416726,0.0003185837],"category_scores_gemma":[0.004859755,0.0003257683,0.0003705647,0.002030023,0.0008849007,0.0006738917,0.002705564,0.002054233,0.00001315686],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004863663,"about_ca_system_score_gemma":0.001042257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000540649,"about_ca_topic_score_gemma":0.001396861,"domain_scores_codex":[0.9787985,0.01313406,0.003085086,0.0006534956,0.003712898,0.0006159674],"domain_scores_gemma":[0.9857448,0.005948164,0.001026637,0.0003234771,0.006857298,0.00009964225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0135964,0.02679322,0.1074229,0.0007163889,0.01331304,0.001380556,0.1172231,0.004887745,0.0008345451,0.01761558,0.0117682,0.6844484],"study_design_scores_gemma":[0.01061671,0.002600505,0.2965887,0.00952131,0.0001967284,0.0001073685,0.4874274,0.002774396,0.0001964303,0.1896237,0.00009430331,0.00025242],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9163319,0.009805627,0.006828483,0.01203177,0.01960335,0.001768893,0.00006379421,0.00001000249,0.03355611],"genre_scores_gemma":[0.9972799,0.001133215,0.0006879615,0.00002653264,0.0004132061,0.00007933418,0.000007626696,0.00002091328,0.0003513296],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.684196,"threshold_uncertainty_score":0.9999194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6669168537356942,"score_gpt":0.6571752127368403,"score_spread":0.009741640998853884,"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."}}