{"id":"W4414208225","doi":"10.1192/j.eurpsy.2025.539","title":"The Positive Writing on Mood States: Empirical Study","year":2025,"lang":"en","type":"article","venue":"European Psychiatry","topic":"Grit, Self-Efficacy, and Motivation","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pontifical Institute of Mediaeval Studies","funders":"","keywords":"Mood; Connotation; Analysis of variance; Confusion; Repeated measures design; Test (biology); Empirical research; Profile of mood states","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":[0.001643596,0.0002757448,0.0004954068,0.0005266728,0.0005724546,0.0006546645,0.0002623606,0.0002898067,0.00305203],"category_scores_gemma":[0.006532587,0.0002057742,0.000286351,0.0004706052,0.0005748029,0.000288998,0.0005473379,0.0005296584,0.0004171114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002631171,"about_ca_system_score_gemma":0.0003294472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006128075,"about_ca_topic_score_gemma":0.0007343513,"domain_scores_codex":[0.9990827,0.0004454216,0.00006285829,0.00009020433,0.0002289168,0.00008992081],"domain_scores_gemma":[0.9943467,0.003681195,0.0008561758,0.0002249204,0.0004765622,0.0004145545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001943647,0.01416726,0.8375015,0.0009646796,0.0001479694,0.0007377231,0.03102912,0.0002221723,0.004383381,0.0003522137,0.0008108564,0.1077394],"study_design_scores_gemma":[0.00006935669,0.00345207,0.9868411,0.00006897174,0.00005691735,0.0004007729,0.007222544,0.0002324813,0.0004354684,0.0001410646,0.001065675,0.00001357741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988966,0.0001288508,0.0001018006,0.00001738718,0.0000043689,0.00006981059,0.00002855215,0.000001468553,0.0007510487],"genre_scores_gemma":[0.9989964,0.0001940237,0.0002322521,0.00003119494,0.00001071262,0.0001313984,0.00004993998,0.000001240195,0.0003527072],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00305203,"threshold_uncertainty_score":0.01021004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884757357325258,"score_gpt":0.3486418450651794,"score_spread":0.3297942714919269,"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."}}