{"id":"W3199709160","doi":"10.1186/s12913-021-06648-1","title":"Strengthening routine health information systems for analysis and data use: a tipping point","year":2021,"lang":"en","type":"editorial","venue":"BMC Health Services Research","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Bill and Melinda Gates Foundation","keywords":"Tipping point (physics); Health informatics; Health administration; Medicine; Nursing research; Public health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.03160587,0.000586262,0.002654719,0.002244004,0.004823229,0.0005641728,0.00167381,0.001442266,0.00007396861],"category_scores_gemma":[0.002449848,0.0005506597,0.000189785,0.002701448,0.0000757644,0.001919779,0.002941058,0.004736098,0.00006328033],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.003967491,"about_ca_system_score_gemma":0.04639986,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.103335,"about_ca_topic_score_gemma":0.05350859,"domain_scores_codex":[0.981502,0.006629016,0.004036915,0.001469621,0.00309308,0.003269392],"domain_scores_gemma":[0.9675654,0.02169376,0.002464967,0.003134236,0.003778415,0.001363212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002473662,0.00003787049,0.007433075,0.1048091,0.000369587,0.000001467501,0.00775367,0.00001821022,9.846579e-8,0.0001341635,0.8762675,0.00292786],"study_design_scores_gemma":[0.001538811,0.0002704948,0.003221468,0.003654986,0.0001189269,6.75317e-7,0.01672076,0.009662824,4.36715e-8,0.00001382268,0.9644442,0.0003529931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008643832,0.06374361,0.01244699,0.01371549,0.8468211,0.02156456,0.03947856,0.0006669295,0.0006983862],"genre_scores_gemma":[0.0007165197,0.05224519,0.008177743,0.01435832,0.7454764,0.002392922,0.1734847,0.0002528506,0.00289536],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1340062,"threshold_uncertainty_score":0.9998561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771614045948513,"score_gpt":0.5484800394717557,"score_spread":0.3713186348769044,"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."}}