{"id":"W3215356489","doi":"10.1007/s11031-021-09920-3","title":"Unhappy or unsatisfied: distinguishing the role of negative affect and need frustration in depressive symptoms over the academic year and during the COVID-19 pandemic","year":2021,"lang":"en","type":"article","venue":"Motivation and Emotion","topic":"Resilience and Mental Health","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada; Fonds de Recherche du Québec - Santé; Federation for the Humanities and Social Sciences","keywords":"Frustration; Psychology; Affect (linguistics); Depressive symptoms; Clinical psychology; Competence (human resources); Mental health; Autonomy; Developmental psychology; Social psychology; Psychiatry; Anxiety","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001276906,0.0002872772,0.0004571682,0.000910658,0.001141836,0.001912912,0.0005139761,0.0009287198,0.001250443],"category_scores_gemma":[0.005075879,0.0003272818,0.0006642201,0.0007803887,0.0009577195,0.001017842,0.001896253,0.001662362,0.0001812848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009397513,"about_ca_system_score_gemma":0.0008871872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01838682,"about_ca_topic_score_gemma":0.05303564,"domain_scores_codex":[0.9993128,0.0001919783,0.00005881887,0.00006235458,0.0001220281,0.0002520253],"domain_scores_gemma":[0.997443,0.0003062727,0.001119163,0.00006634498,0.0001791649,0.0008861002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001186438,0.0001062848,0.9944679,0.00001362303,0.00004591827,0.00006700997,0.001715525,0.00003708693,0.0001075799,0.00006545668,0.000191723,0.003063251],"study_design_scores_gemma":[0.000001549665,0.00003097084,0.9970804,0.00001068278,0.000006639943,0.00003387674,0.002636553,0.00004961991,0.000009504442,0.00002436012,0.0001116805,0.000004106503],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985227,0.000256969,0.00001905724,0.0002868818,0.00002245704,0.00001047868,0.00008481514,8.464335e-7,0.000795764],"genre_scores_gemma":[0.99954,0.0001275627,0.00002637515,0.00005954146,0.00001907706,0.000007751838,0.00007223995,9.724462e-7,0.000146549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01838682,"threshold_uncertainty_score":0.03655958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715106960883828,"score_gpt":0.3622439763681075,"score_spread":0.3250929067592692,"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."}}