{"id":"W7161968822","doi":"10.82308/39725","title":"Leveraging expert knowledge and public data to inform health interventions: Novel practical approaches for building causal directed acyclic graphs","year":2025,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Information scientist; Public policy; Knowledge production","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01705058,0.001506322,0.001421618,0.006240525,0.001154071,0.004548225,0.003148013,0.002120021,0.006862615],"category_scores_gemma":[0.06462336,0.00160879,0.00275028,0.004842373,0.002791489,0.006860428,0.00442301,0.002971499,0.001249823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002353863,"about_ca_system_score_gemma":0.005145752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106076,"about_ca_topic_score_gemma":0.01871411,"domain_scores_codex":[0.9872799,0.00852627,0.0006160209,0.002088613,0.001258788,0.000230381],"domain_scores_gemma":[0.9303569,0.05935277,0.002255831,0.005692317,0.001876001,0.0004662507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000157626,0.0001928979,0.006735013,0.001529579,0.000544988,0.0003924512,0.001837942,0.2500266,0.001333947,0.3458956,0.004818066,0.3865353],"study_design_scores_gemma":[0.00004850042,0.00005750885,0.0008338169,0.0003186243,0.000163643,0.0001318705,0.0003321181,0.3888018,0.0008577848,0.5897289,0.01867515,0.00005025544],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002090391,0.0004663042,0.9938916,0.00106883,0.00003144042,0.0001074671,0.0003101662,0.0003654947,0.001668209],"genre_scores_gemma":[0.09048966,0.001248618,0.9049889,0.0003848429,0.00008602058,0.0003665421,0.0006714202,0.000139079,0.001624905],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01705058,"threshold_uncertainty_score":0.09017318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6146624171519397,"score_gpt":0.5468540298589458,"score_spread":0.06780838729299388,"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."}}