{"id":"W4294243611","doi":"10.23889/ijpds.v7i3.1942","title":"Building partnerships, capacity, and knowledge through a use of newly linked child development and education datasets in Ontario, Canada.","year":2022,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland; University of Toronto; McMaster University","funders":"","keywords":"Socioeconomic status; General partnership; Neighbourhood (mathematics); Entropy (arrow of time); Psychology; Demography; Mathematics; Political science; Sociology","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":[0.01371498,0.0003992318,0.000604631,0.006586589,0.004450751,0.003562342,0.002446792,0.0006255828,0.004284667],"category_scores_gemma":[0.04368278,0.0005620396,0.0008156924,0.0149509,0.001055907,0.002062664,0.005958131,0.001007702,0.0006446314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05309627,"about_ca_system_score_gemma":0.1213692,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9881334,"about_ca_topic_score_gemma":0.9933524,"domain_scores_codex":[0.9919657,0.002260922,0.0006152693,0.001388967,0.002594484,0.001174719],"domain_scores_gemma":[0.9649367,0.007006923,0.00427602,0.005439464,0.01563946,0.002701347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001425503,0.000130385,0.8028793,0.000747756,0.000414614,0.000358603,0.01511665,0.003680189,0.0004339132,0.01478922,0.07039279,0.09091393],"study_design_scores_gemma":[0.00005906584,0.00004553285,0.7791385,0.001119633,0.0002391489,0.0001319696,0.01622943,0.007674621,0.0006410377,0.005121582,0.1894979,0.0001016672],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5039648,0.005245985,0.03641888,0.0200106,0.0003545255,0.003870038,0.3662805,0.0007944729,0.06306016],"genre_scores_gemma":[0.8101269,0.002352227,0.05863101,0.001438359,0.00007177133,0.003024767,0.1105031,0.0001675516,0.01368434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05309627,"threshold_uncertainty_score":0.3852422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336382629825995,"score_gpt":0.3637452021054739,"score_spread":0.2301069391228744,"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."}}