{"id":"W1977515959","doi":"10.1177/0748175609333562","title":"Differentiating Between Depression, Hopelessness, and Psychache in University Undergraduates","year":2009,"lang":"en","type":"article","venue":"Measurement and Evaluation in Counseling and Development","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Psychology; Depression (economics); Clinical psychology","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":[0.002142312,0.0001252158,0.0001836333,0.0001571909,0.0001858049,0.00002989632,0.00003712542,0.00005899481,0.00001679184],"category_scores_gemma":[0.00003821971,0.0001172752,0.000007769901,0.0001189792,0.00002231224,0.00006248054,0.00001678343,0.00009793234,0.000002164158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008234567,"about_ca_system_score_gemma":0.00004847103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007443073,"about_ca_topic_score_gemma":0.0003862272,"domain_scores_codex":[0.9987246,0.000167544,0.000248593,0.0002976974,0.0003797391,0.0001818265],"domain_scores_gemma":[0.9996411,0.00007201234,0.00006372087,0.00006453719,0.0001158887,0.00004269421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004357573,0.00004896608,0.8631669,0.00001240645,0.00003215899,0.00000167367,0.01462911,0.00001424303,0.00005753258,0.000038049,0.00006749124,0.1218879],"study_design_scores_gemma":[0.001839958,0.00002338742,0.9908828,0.00006728769,0.00002680671,8.496667e-7,0.005360847,0.0003081869,0.00004122033,0.0009512143,0.0003388662,0.0001586448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928169,0.005354738,0.0006288856,0.0004020541,0.00007559677,0.0002223613,4.688549e-7,0.00001760315,0.0004813822],"genre_scores_gemma":[0.9989902,0.0005362047,0.0003489392,0.00006453707,0.0000197617,0.000008019815,0.000006754808,0.000004112448,0.00002140479],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1277158,"threshold_uncertainty_score":0.4782342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128974727248014,"score_gpt":0.3227545570342495,"score_spread":0.2098570843094481,"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."}}