{"id":"W4378374760","doi":"10.23977/aetp.2023.070318","title":"Study on the Influence of Family Relationship on Depression Tendency of College Students and its Educational Guidance","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Perspective (graphical); Psychology; Quality (philosophy); Depression (economics); Medical education; College education; Medicine; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003249491,0.0001169183,0.000158854,0.0004880113,0.0006615811,0.0005100408,0.0001772876,0.0002675159,0.001928543],"category_scores_gemma":[0.00227239,0.00008998996,0.0003737008,0.0004361309,0.0002279848,0.0002458301,0.0002706063,0.0005250113,0.0001200922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004013263,"about_ca_system_score_gemma":0.0005943482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006858878,"about_ca_topic_score_gemma":0.01450269,"domain_scores_codex":[0.9997377,0.00009036407,0.00002310631,0.00003536205,0.00005340167,0.00006011685],"domain_scores_gemma":[0.9984708,0.0004151163,0.0003688049,0.00006147071,0.0001472584,0.0005365133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005401259,0.0001919729,0.9913645,0.00001566276,0.00003954646,0.0001143297,0.001229961,0.00001352712,0.0001315361,0.00005360959,0.0001706563,0.006620608],"study_design_scores_gemma":[0.000002319794,0.00007391289,0.9975706,0.000009010668,0.00002086728,0.0001001662,0.001817499,0.00005042608,0.00003566957,0.00002026712,0.0002969067,0.000002351638],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986475,0.0003031504,0.00002505601,0.0001324255,0.000009111933,0.00000554816,0.00003507551,9.018929e-7,0.0008412458],"genre_scores_gemma":[0.9994997,0.0001445847,0.00001677045,0.00002170379,0.000006336247,0.000002824863,0.00002598568,3.141901e-7,0.000281744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006858878,"threshold_uncertainty_score":0.0136379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0825511548296272,"score_gpt":0.5132808847551557,"score_spread":0.4307297299255284,"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."}}