{"id":"W7124713553","doi":"10.64920/iccp25143","title":"Reforming Sri Lanka's child protection workforce: Lessons from global models of coordinated division of labor.","year":2025,"lang":"","type":"article","venue":"","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Child protection; Safeguarding; Social protection; Thematic analysis; Referral; Government (linguistics); Best practice","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01486315,0.0006916411,0.0003305757,0.001493002,0.008506613,0.00928682,0.00291638,0.002329,0.006550324],"category_scores_gemma":[0.009821524,0.0004536866,0.0005599959,0.002066194,0.0155756,0.007638671,0.01477277,0.004710185,0.0008968654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02768307,"about_ca_system_score_gemma":0.07006073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08708221,"about_ca_topic_score_gemma":0.1314683,"domain_scores_codex":[0.9880378,0.006808373,0.0004454486,0.0007405797,0.0007839054,0.003183947],"domain_scores_gemma":[0.9926219,0.002108315,0.0005996157,0.0007281018,0.001178906,0.002763133],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001127199,0.0002144314,0.03575952,0.002480664,0.00009847088,0.002181718,0.4580694,0.002752129,0.0009499816,0.3056846,0.03715503,0.1545414],"study_design_scores_gemma":[0.00006193135,0.0004239602,0.04788347,0.003534303,0.00008056929,0.0006537465,0.5737665,0.0008831165,0.0004143918,0.04623322,0.3259646,0.0001002039],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2925282,0.0242857,0.0145213,0.3262434,0.001891884,0.001023998,0.000353897,0.0002978039,0.3388539],"genre_scores_gemma":[0.9583191,0.008977389,0.01074466,0.01006288,0.0001678985,0.0005255423,0.0002025388,0.0000704397,0.01092947],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08708221,"threshold_uncertainty_score":0.2008557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03187594344092332,"score_gpt":0.3308392983110474,"score_spread":0.2989633548701241,"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."}}