{"id":"W2304863478","doi":"10.1136/eb-2015-102294","title":"Control or overcontrol for covariates?","year":2016,"lang":"en","type":"article","venue":"Evidence-Based Mental Health","topic":"Advanced Causal Inference Techniques","field":"Mathematics","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Covariate; Baseline (sea); Outcome (game theory); Statistics; Variance (accounting); Econometrics; Medicine; Psychology; Demography; Mathematics; Economics; Biology","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":[0.001415193,0.0002805543,0.0005526961,0.0001012522,0.0002248411,0.00002886351,0.0002820097,0.0001022047,0.0003934317],"category_scores_gemma":[0.001790206,0.000167387,0.0001324206,0.0001313436,0.0001089735,0.0004662148,0.00002778093,0.0001065576,0.00004160765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000911837,"about_ca_system_score_gemma":0.0007623987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005423136,"about_ca_topic_score_gemma":0.00007445053,"domain_scores_codex":[0.9977213,0.0001646,0.0006446564,0.0004309219,0.000358812,0.0006796928],"domain_scores_gemma":[0.9938207,0.004886858,0.0004162985,0.0004860807,0.0001208178,0.0002692904],"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":[0.01023026,0.0009032841,0.001125957,0.001726168,0.000133914,0.00001210597,0.0004093146,0.000005822453,0.04801857,0.6964183,0.09744338,0.143573],"study_design_scores_gemma":[0.03119333,0.01256594,0.0006694293,0.01521116,0.0001504157,0.00003703047,0.000246762,0.001438135,0.1145716,0.7781399,0.04379858,0.001977763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002988248,0.0003200847,0.9623134,0.02915985,0.0002931582,0.003853221,0.0003297675,0.0006417283,0.0001005108],"genre_scores_gemma":[0.8663113,0.0001586606,0.1241532,0.007631052,0.0001959093,0.0008540415,0.000007624046,0.00006366908,0.000624519],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.863323,"threshold_uncertainty_score":0.6825843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2714903255851573,"score_gpt":0.4785412563800963,"score_spread":0.207050930794939,"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."}}