{"id":"W7099323359","doi":"","title":"University of Alberta A GENERAL FRAMEWORK FOR REDUCING VARIANCE IN AGENT EVALUATION","year":2014,"lang":"en","type":"article","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variance (accounting); Work (physics); Statistician; Association (psychology)","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":[0.03491709,0.001569618,0.002190735,0.003441352,0.001694102,0.006263399,0.003596923,0.002925366,0.01787773],"category_scores_gemma":[0.06388927,0.001202413,0.002501547,0.004512532,0.004385944,0.004371274,0.003702724,0.003628682,0.002630807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008779353,"about_ca_system_score_gemma":0.01107487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04721185,"about_ca_topic_score_gemma":0.04656357,"domain_scores_codex":[0.9727773,0.01908179,0.0009338228,0.002573491,0.003751522,0.0008820354],"domain_scores_gemma":[0.9646757,0.0250301,0.00144489,0.003865201,0.004244538,0.0007395355],"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":[0.0001655318,0.0001297331,0.001601283,0.0002528743,0.000257446,0.00008074188,0.0003749685,0.04860866,0.0003055157,0.803526,0.01300585,0.1316914],"study_design_scores_gemma":[0.0001485746,0.0001257021,0.001526193,0.0002329445,0.0001054219,0.00005575104,0.000117663,0.2201355,0.0003948868,0.7463354,0.03077057,0.00005138599],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003535232,0.001542019,0.9650913,0.003352162,0.0001789901,0.0002722495,0.0004097163,0.0004907334,0.02512773],"genre_scores_gemma":[0.2427556,0.001614539,0.7282134,0.00101823,0.0003702124,0.001297486,0.0008949364,0.0003674917,0.02346806],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04721185,"threshold_uncertainty_score":0.1846614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1276158425175165,"score_gpt":0.4195710065209645,"score_spread":0.291955164003448,"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."}}