{"id":"W2954210254","doi":"10.1007/s11423-019-09688-x","title":"Towards emotion awareness tools to support emotion and appraisal regulation in academic contexts","year":2019,"lang":"en","type":"article","venue":"Educational Technology Research and Development","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Région Auvergne-Rhône-Alpes","keywords":"Psychology; Educational technology; Appraisal theory; Cognitive psychology; Applied psychology; Social psychology; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.003858322,0.0001188548,0.0001726785,0.001227113,0.0001900772,0.00003241427,0.0001505514,0.0003024509,0.0004696799],"category_scores_gemma":[0.001450145,0.0001187355,0.000005394378,0.001224656,0.0001629487,0.0001142156,0.0001309412,0.0008903565,0.0002962192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001646343,"about_ca_system_score_gemma":0.0007136109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004194304,"about_ca_topic_score_gemma":0.00000551315,"domain_scores_codex":[0.998148,0.0003758513,0.0003098786,0.0004782573,0.0002907177,0.0003972982],"domain_scores_gemma":[0.998921,0.0003171362,0.0000587893,0.0001777223,0.0004474049,0.00007795788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009288538,0.0001200344,0.5222957,0.00002583453,0.00001938028,0.000001265949,0.007653199,0.000002361914,0.001717341,0.1022769,0.002323837,0.3634713],"study_design_scores_gemma":[0.000447657,0.0002201363,0.968385,0.00005780752,6.985723e-7,0.0000280747,0.002419355,0.000006801116,0.0005686043,0.007750047,0.01998574,0.0001300952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984027,0.0001089065,0.002535024,0.009520553,0.000539405,0.0004810098,0.000002022609,0.00005431381,0.002731739],"genre_scores_gemma":[0.9837908,0.000007472866,0.01074831,0.00008457948,0.00007325962,0.0001844592,0.00007951542,0.00001317738,0.005018494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4460893,"threshold_uncertainty_score":0.5142666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1646471593328284,"score_gpt":0.5160004504236626,"score_spread":0.3513532910908342,"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."}}