{"id":"W4294243219","doi":"10.23889/ijpds.v7i3.1941","title":"Outcomes of children involved with child protection in Manitoba, Canada: a demonstration project for working in partnership across government, community organizations, and academia.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assembly of Manitoba Chiefs; Manitoba Health; First Nations Health and Social Secretariat of Manitoba; Government of Manitoba; University of Manitoba","funders":"","keywords":"General partnership; Government (linguistics); Framing (construction); Mental health; Agency (philosophy); Public relations; Child protection; Political science; Psychology; Medicine; Sociology; Nursing; Psychiatry; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001555328,0.00008204421,0.000118691,0.0001518749,0.000601627,0.00007516401,0.0006984993,0.00003532443,0.000009547135],"category_scores_gemma":[0.0003203684,0.00007633097,0.00001191722,0.0004990218,0.00006283425,0.0005926145,0.0001815729,0.0004879672,6.535477e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000475191,"about_ca_system_score_gemma":0.0002262127,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1333303,"about_ca_topic_score_gemma":0.6616871,"domain_scores_codex":[0.9985461,0.0001038579,0.0003808836,0.0002157842,0.0005800247,0.0001733835],"domain_scores_gemma":[0.9992256,0.0001056812,0.0003431778,0.0001867246,0.0001089821,0.00002989584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001886339,0.0001033198,0.9927753,0.000002875184,0.00002853749,9.892448e-7,0.0008986657,0.0006347271,0.00002185832,0.0009524014,0.00008023444,0.004312478],"study_design_scores_gemma":[0.001497486,0.00006782746,0.9927062,0.00003797837,0.000007263325,0.0000683745,0.003489968,0.001562566,0.00003354037,0.0001574887,0.0002866359,0.00008465091],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966994,0.00002481457,0.001023305,0.0006992018,0.000337182,0.0007884671,0.0003823927,0.000005851637,0.0000394219],"genre_scores_gemma":[0.99901,0.000004424829,0.0003779238,0.0001245384,0.00006026105,0.00007383465,0.0003274338,0.000008442693,0.00001312991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5283568,"threshold_uncertainty_score":0.8724409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085953820378146,"score_gpt":0.3738945567709583,"score_spread":0.2652991747331437,"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."}}