{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007567361,0.001079998,0.0006218413,0.001856436,0.01378518,0.00249047,0.003405293,0.00117312,0.001745386],"category_scores_gemma":[0.005930766,0.0007963649,0.0008836018,0.003180572,0.002035603,0.0009986379,0.006048219,0.002176315,0.0004199114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.119549,"about_ca_system_score_gemma":0.3051977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9961408,"about_ca_topic_score_gemma":0.9985058,"domain_scores_codex":[0.9950743,0.001041072,0.0001166085,0.0003890367,0.001155606,0.002223324],"domain_scores_gemma":[0.986809,0.0004981652,0.000758103,0.0007251939,0.005075659,0.006133857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00056946,0.00318188,0.892327,0.0002604461,0.0001854427,0.001019346,0.02370167,0.0006483376,0.001596658,0.002111333,0.02114895,0.05324946],"study_design_scores_gemma":[0.0002628896,0.0007656291,0.9520416,0.0002561088,0.00008349178,0.0001747987,0.03380428,0.0009905146,0.0005946254,0.0003156927,0.01063295,0.00007755825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812658,0.0005271513,0.0007851308,0.003395537,0.00006824438,0.003445664,0.007476015,0.00006219443,0.002974221],"genre_scores_gemma":[0.9637517,0.001561184,0.01179061,0.002428887,0.0000360352,0.006035871,0.006615198,0.00004281482,0.007737553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.119549,"threshold_uncertainty_score":0.8673928,"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."}}