{"id":"W3124523117","doi":"","title":"A Simple, Graphical Approach to Comparing Multiple Treatments","year":2017,"lang":"en","type":"preprint","venue":"RePEc: Research Papers in Economics","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Toronto Metropolitan University","funders":"","keywords":"Spurious relationship; Graphical model; Resampling; Simple (philosophy); Computer science; Algorithm; Multiple comparisons problem; Zero (linguistics); Jackknife resampling; Mathematics; Machine learning; Statistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04645616,0.002134538,0.002615286,0.005087045,0.001413932,0.003834898,0.005535605,0.003554787,0.02651408],"category_scores_gemma":[0.1631209,0.0009993884,0.003886839,0.003493093,0.004896093,0.005163085,0.004171884,0.007451877,0.002922035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002684614,"about_ca_system_score_gemma":0.003182183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001686244,"about_ca_topic_score_gemma":0.001957965,"domain_scores_codex":[0.9211211,0.06457902,0.001733166,0.005122917,0.006643177,0.0008006196],"domain_scores_gemma":[0.8498831,0.1179817,0.008768402,0.01657099,0.005515656,0.001280145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007734312,0.0004922643,0.002488758,0.001412021,0.001070232,0.0002504795,0.000849648,0.03163761,0.004415289,0.7159011,0.00949455,0.2312147],"study_design_scores_gemma":[0.0003993957,0.0005385907,0.001674911,0.0001999169,0.0004083545,0.0002031351,0.000100279,0.04522152,0.002084608,0.9312282,0.01780909,0.0001319477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001098232,0.0001445907,0.9946619,0.0006915358,0.0001325674,0.0003589576,0.0004165198,0.0004623523,0.002033402],"genre_scores_gemma":[0.05689162,0.0002794687,0.9374199,0.001104313,0.0001877795,0.002389394,0.0003507363,0.0002189107,0.001157799],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04645616,"threshold_uncertainty_score":0.2456866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2667984675321099,"score_gpt":0.4595448809158001,"score_spread":0.1927464133836902,"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."}}