{"id":"W2889674305","doi":"10.23889/ijpds.v3i4.796","title":"A Longitudinal Analysis of the Families First Screening Program in Manitoba, Canada: Cleaning, Validating and Linking via Health Registry Data","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Grief, Bereavement, and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Manitoba Health","funders":"","keywords":"Medicine; Public health; Environmental health; Demography; Medical emergency; Family medicine; Pediatrics; Nursing","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":[0.00852477,0.0009385998,0.0009308698,0.006314433,0.00634599,0.003466283,0.003398551,0.0008354664,0.002436486],"category_scores_gemma":[0.02074209,0.001280261,0.001362743,0.02215184,0.001494627,0.001133195,0.003565603,0.002132715,0.0006287532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0982696,"about_ca_system_score_gemma":0.1874018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9985951,"about_ca_topic_score_gemma":0.9987376,"domain_scores_codex":[0.9906213,0.001567532,0.0007572435,0.001069847,0.003789077,0.002195043],"domain_scores_gemma":[0.9590433,0.002053995,0.004283145,0.001921944,0.0291982,0.00349945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000710182,0.00008678128,0.9825004,0.0001427147,0.0002237846,0.0001121918,0.001866285,0.0004201284,0.0001287689,0.0004388876,0.00770043,0.006308754],"study_design_scores_gemma":[0.00002089064,0.00004945011,0.9890869,0.0002599606,0.0001230957,0.00005910907,0.004065544,0.001240767,0.0001194567,0.00006370404,0.004871667,0.00003953482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910263,0.003107952,0.002137633,0.004133102,0.0001400358,0.001134534,0.07365918,0.0001601649,0.00526429],"genre_scores_gemma":[0.948415,0.003247187,0.006229224,0.001382422,0.00005357088,0.001062997,0.03530742,0.0001020953,0.004200011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0982696,"threshold_uncertainty_score":0.7129992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1670237997446483,"score_gpt":0.4430894796937715,"score_spread":0.2760656799491232,"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."}}