{"id":"W4403324648","doi":"10.2139/ssrn.4984628","title":"Are Causal Effect Estimations Enough for Optimal Recommendations Under Multitreatment Scenarios?","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Econometrics; Economics; Computer science","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":[0.06481952,0.002064278,0.006402231,0.002637001,0.002034824,0.005781345,0.00464963,0.009962863,0.0234396],"category_scores_gemma":[0.3482735,0.002987342,0.003500954,0.003272852,0.00333629,0.01541429,0.002254011,0.0102437,0.002595509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001833579,"about_ca_system_score_gemma":0.00405097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005003851,"about_ca_topic_score_gemma":0.00400111,"domain_scores_codex":[0.9523439,0.03527221,0.002323428,0.006526243,0.002198454,0.001335677],"domain_scores_gemma":[0.5030292,0.4557462,0.009930862,0.02578049,0.004314317,0.001199018],"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":[0.002874263,0.001251831,0.02106242,0.003106535,0.004183443,0.0008246132,0.001028315,0.1200059,0.0008408312,0.5581567,0.03320146,0.2534637],"study_design_scores_gemma":[0.0005206918,0.0001181534,0.001796125,0.0002746119,0.0005457243,0.0001273661,0.0002525131,0.1284162,0.0005088592,0.8632424,0.004145497,0.00005182479],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02700233,0.002585227,0.9277488,0.02919545,0.0008911093,0.0006447441,0.003584408,0.0006866106,0.007661211],"genre_scores_gemma":[0.6842674,0.002385233,0.2966344,0.006505755,0.001967479,0.00157011,0.002408388,0.0002249492,0.004036264],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.06481952,"threshold_uncertainty_score":0.3428025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1331913507935824,"score_gpt":0.4401772154530696,"score_spread":0.3069858646594872,"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."}}