{"id":"W4417290506","doi":"10.1016/j.dialog.2025.100265","title":"Systems thinking in action: Lessons from Jharkhand's journey to reducing maternal mortality","year":2025,"lang":"en","type":"article","venue":"Dialogues in Health","topic":"Global Maternal and Child Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Systems thinking; Critical systems thinking; Qualitative research; Perspective (graphical); Infant mortality; Family systems","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":[],"consensus_categories":[],"category_scores_codex":[0.0009178062,0.0001415618,0.0005068964,0.0002463892,0.0001146879,0.00004585538,0.0001339006,0.00009496731,0.00002135789],"category_scores_gemma":[0.00008066853,0.0001262242,0.00004138968,0.0003299946,0.00001789599,0.00006990396,0.00006688349,0.000393832,0.00002688681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007694091,"about_ca_system_score_gemma":0.0004146171,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1603649,"about_ca_topic_score_gemma":0.007035182,"domain_scores_codex":[0.9980581,0.0002044153,0.000702665,0.0003354688,0.0002517268,0.0004475927],"domain_scores_gemma":[0.9992845,0.00006475415,0.0001219515,0.0002602236,0.00003817948,0.0002303874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001808468,0.0001261926,0.9889787,0.0009155876,0.00002403934,0.0000791828,0.001723567,0.000381183,0.00008190346,0.004116904,0.0009743816,0.002417484],"study_design_scores_gemma":[0.0008223528,0.00008250737,0.9885525,0.004266244,0.000008026346,0.00001373774,0.0003954346,0.0001857546,0.00008150964,0.002215134,0.003290032,0.00008675651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785548,0.001028983,0.0001217808,0.01567784,0.002057984,0.0005615291,0.00005235212,0.00005304913,0.001891665],"genre_scores_gemma":[0.992994,0.0006531411,0.0002286056,0.005371212,0.0004350917,0.00002728469,0.00004322211,0.00001012307,0.0002372814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1533298,"threshold_uncertainty_score":0.8452263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1127223483667301,"score_gpt":0.4171491113762371,"score_spread":0.304426763009507,"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."}}