{"id":"W1530899289","doi":"","title":"Bibliotherapy on Depressed University Students: A Case Study","year":2012,"lang":"en","type":"article","venue":"Studies in literature and language","topic":"Financial Literacy and Behavior","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bibliotherapy; Psychology; Test (biology); Reading (process); Depression (economics); Psychotherapist; Subject (documents); Poetry; Clinical psychology; Literature; Computer science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002595959,0.000152251,0.0001876572,0.0005579261,0.0001652798,0.0001499768,0.0001058756,0.00004593387,0.00001911228],"category_scores_gemma":[0.00003257576,0.0001187537,0.00003056153,0.001098477,0.0000417396,0.0009606953,0.0001408779,0.0001649555,0.000009443732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001772443,"about_ca_system_score_gemma":0.000001849218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002639976,"about_ca_topic_score_gemma":0.0002707943,"domain_scores_codex":[0.9993104,0.00002413427,0.0001144801,0.000191523,0.0001346515,0.0002248572],"domain_scores_gemma":[0.9996907,0.00004518531,0.00005154536,0.0001553268,0.00004626293,0.00001094028],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001896849,0.001357796,0.9020416,0.0001533519,0.00006891321,0.009095868,0.07805482,5.052094e-7,0.00005222268,0.001967823,0.001598085,0.00541929],"study_design_scores_gemma":[0.008602727,0.0003184819,0.5391771,0.0009052471,0.0003019845,0.0003067506,0.3064789,0.000009150493,0.00003334458,0.0001479272,0.1425037,0.001214752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909369,0.007009339,7.322923e-7,0.00003864468,0.0003520891,0.0002844771,0.000006238416,0.00004150901,0.001330063],"genre_scores_gemma":[0.9979259,0.00007837219,0.0000211109,0.0007526764,0.0007167302,0.000007090665,0.000005079784,0.00001025188,0.0004828133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3628646,"threshold_uncertainty_score":0.4842635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288048113751458,"score_gpt":0.3200004705999587,"score_spread":0.2971199894624441,"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."}}