{"id":"W4380151742","doi":"10.23977/aetp.2023.070407","title":"Research on the Path of Developing Group Psychological Counseling for College Students in Ethnic Areas— Taking Inner Mongolia Minzu University as an Example","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Advanced Technologies in Various Fields","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Ethnic group; Inner mongolia; Interpersonal communication; Medical education; Context (archaeology); Psychology; Psychological counseling; Group counseling; Perspective (graphical); Medicine; Clinical psychology; Applied psychology; Sociology; China; Social psychology; Psychiatry; Political science; Geography","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":[0.002204287,0.00020751,0.0001278568,0.0005238843,0.002434751,0.001612849,0.0007805835,0.0006336123,0.003126828],"category_scores_gemma":[0.002775662,0.000101204,0.0002187416,0.0004527934,0.0005396488,0.001225635,0.0009802449,0.0007643875,0.0002178487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936836,"about_ca_system_score_gemma":0.01173378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008729769,"about_ca_topic_score_gemma":0.02084561,"domain_scores_codex":[0.9991511,0.0004881033,0.0000285208,0.00006041472,0.00009234239,0.0001795728],"domain_scores_gemma":[0.9980296,0.0006879297,0.0002303084,0.0000944636,0.0003650268,0.0005926353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001209574,0.00322198,0.1301602,0.002550544,0.00008851817,0.0003814264,0.06844872,0.0005267457,0.004622116,0.02277278,0.006844069,0.7602619],"study_design_scores_gemma":[0.0001862567,0.00226858,0.5270862,0.003706764,0.0003786932,0.001078138,0.2814947,0.002713196,0.005402941,0.01150084,0.1640959,0.0000878556],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180566,0.008734279,0.007093125,0.02216584,0.0002568227,0.001087012,0.00005654465,0.0000843942,0.04246533],"genre_scores_gemma":[0.9745548,0.005225512,0.01382944,0.001626895,0.00003786191,0.0002827626,0.0000534318,0.000007674907,0.004381631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008729769,"threshold_uncertainty_score":0.01735789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1240929864208088,"score_gpt":0.4657985377313856,"score_spread":0.3417055513105768,"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."}}