{"id":"W1900998218","doi":"10.3968/j.ccc.1923670020090501.006","title":"Study on Group Social Work in Personnel Training —Taking Dongguan Dongsheng Cashmere Products Co. Ltd. As an example","year":2010,"lang":"en","type":"article","venue":"Cross-cultural communication","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Political science; Management; 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":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002836584,0.0001882052,0.0002124175,0.00007803318,0.006444082,0.001227496,0.0008559918,0.0002173281,0.0004375925],"category_scores_gemma":[0.002094407,0.0001864008,0.00005835538,0.001352787,0.0006359685,0.001726848,0.00006871927,0.001095325,0.0001266866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002127394,"about_ca_system_score_gemma":0.0001806334,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007812128,"about_ca_topic_score_gemma":0.01883767,"domain_scores_codex":[0.9971604,0.00123403,0.0003332712,0.0004036758,0.0004546355,0.000413941],"domain_scores_gemma":[0.997997,0.0005284465,0.0003737658,0.0005722195,0.0004052745,0.0001232578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008567686,0.0005040251,0.02573468,0.000003667849,0.00001486929,0.000002052337,0.9219308,0.000001359889,0.0005584087,0.02609454,0.0004687266,0.02460119],"study_design_scores_gemma":[0.0004813692,0.00005552351,0.2574067,0.00001241653,0.00001296983,0.00000177264,0.6299172,0.000001257256,0.0000352048,0.0003928765,0.1114322,0.0002504998],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9515194,0.00003719472,4.315093e-7,0.009119837,0.0005202396,0.0006872482,0.00000180172,0.0001620091,0.03795183],"genre_scores_gemma":[0.9972008,0.00001248439,0.0003218045,0.0003002615,0.0006283953,0.0001166113,0.00009188497,0.00002310122,0.001304654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2920136,"threshold_uncertainty_score":0.9998093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1869203217719903,"score_gpt":0.4595582243622451,"score_spread":0.2726379025902548,"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."}}