{"id":"W4389782707","doi":"10.35502/jcswb.334","title":"Collaborating to safeguard children in Taiwan: Systemic transformation","year":2023,"lang":"en","type":"article","venue":"Journal of Community Safety and Well-Being","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neglect; Law enforcement; Legislation; Enforcement; Intervention (counseling); Child protection; Political science; Public health; Public relations; Child abuse; Medicine; Poison control; Business; Suicide prevention; Environmental health; Nursing; Law","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":[0.003972545,0.000208867,0.0001371748,0.001419151,0.004685811,0.005392669,0.0007225137,0.0009150874,0.001820754],"category_scores_gemma":[0.003410948,0.0002653765,0.0002063384,0.001672848,0.00642314,0.002254536,0.007456919,0.001394516,0.00009648523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007475573,"about_ca_system_score_gemma":0.01794568,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01745716,"about_ca_topic_score_gemma":0.02061621,"domain_scores_codex":[0.9974259,0.001333885,0.0001164262,0.0002694046,0.0002989973,0.0005554023],"domain_scores_gemma":[0.9974004,0.0007856013,0.0006072262,0.0002547601,0.0003163863,0.0006356435],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006382178,0.0003221661,0.2122144,0.0008952508,0.00006260986,0.00632622,0.4047671,0.001498398,0.005577715,0.1196606,0.008506539,0.2401051],"study_design_scores_gemma":[0.00002856127,0.0004224166,0.2836876,0.0008379153,0.00004620676,0.001701307,0.5007496,0.001214847,0.002100829,0.01680612,0.1923234,0.00008127067],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9026408,0.003862537,0.002780464,0.02272479,0.0001118771,0.0003216048,0.00009551476,0.0000682183,0.06739414],"genre_scores_gemma":[0.9953186,0.001024298,0.0008713683,0.0004577294,0.0000213717,0.00008340246,0.00003752059,0.000007043027,0.002178626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01745716,"threshold_uncertainty_score":0.05423933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01324451459150278,"score_gpt":0.2852366440150216,"score_spread":0.2719921294235189,"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."}}