{"id":"W4378189715","doi":"10.1017/9781009357005","title":"Quality Control","year":2023,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Electoral Systems and Political Participation","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Voting; Benchmarking; Computer science; Quality (philosophy); Control (management); Process (computing); Data science; Operations research; Artificial intelligence; Engineering; Political science; Politics; Epistemology; Marketing; Business","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":[0.02215794,0.0009290725,0.001302164,0.002269976,0.002688654,0.00813154,0.0033554,0.001622991,0.1139162],"category_scores_gemma":[0.06052248,0.0003883133,0.0009711055,0.003678809,0.002451855,0.003414039,0.004302596,0.002121183,0.01741883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004983111,"about_ca_system_score_gemma":0.007584003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007270741,"about_ca_topic_score_gemma":0.005926396,"domain_scores_codex":[0.9763558,0.005452079,0.001638713,0.0057604,0.009299448,0.001493498],"domain_scores_gemma":[0.9626001,0.009412541,0.003369754,0.01135632,0.01180565,0.001455605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009456903,0.0004188904,0.006673698,0.000746378,0.0001325114,0.00006619771,0.001524965,0.003258463,0.0020965,0.2911928,0.06133017,0.6316137],"study_design_scores_gemma":[0.0004489599,0.001024784,0.01849068,0.0008377963,0.0002136127,0.0002343719,0.0011916,0.0100985,0.006142674,0.1512144,0.8099323,0.0001703348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02939492,0.006823567,0.273879,0.006365659,0.0026754,0.003383058,0.004623499,0.002998871,0.6698561],"genre_scores_gemma":[0.5360956,0.00355531,0.1159551,0.004166723,0.00123974,0.004979382,0.006082885,0.001828972,0.3260963],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1139162,"threshold_uncertainty_score":0.3810877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07243587514266633,"score_gpt":0.3157719776570116,"score_spread":0.2433361025143453,"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."}}