{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02322815,0.0007935041,0.001301089,0.001302583,0.0009175526,0.001656312,0.0008542378,0.0008886979,0.001970728],"category_scores_gemma":[0.02342402,0.0004291088,0.001300055,0.0006272299,0.0009410012,0.001036571,0.001565707,0.0006641042,0.0003723607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007358421,"about_ca_system_score_gemma":0.001008993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003660144,"about_ca_topic_score_gemma":0.0009378502,"domain_scores_codex":[0.9887902,0.007647728,0.001041736,0.0009409077,0.001145124,0.0004343216],"domain_scores_gemma":[0.9757194,0.01559156,0.001877128,0.001589631,0.004274179,0.0009480568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02990699,0.05621111,0.14854,0.00833574,0.001689467,0.0007529725,0.1059491,0.001307229,0.04011676,0.001329998,0.001660758,0.6041999],"study_design_scores_gemma":[0.007524404,0.2166567,0.6338167,0.002050455,0.002333763,0.0007666816,0.0738132,0.005160251,0.02697285,0.002360678,0.02813352,0.0004108853],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867291,0.0003222789,0.00466339,0.00006095152,0.00003290164,0.006671247,0.0001508333,0.00003669135,0.001332456],"genre_scores_gemma":[0.9391887,0.0005192532,0.02852353,0.0002325751,0.00007021255,0.02918314,0.0003143241,0.00005500403,0.001913277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02322815,"threshold_uncertainty_score":0.1228437,"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."}}