{"id":"W3176767185","doi":"10.1177/05390184211019161","title":"Science needs more external evaluation, not less","year":2021,"lang":"en","type":"article","venue":"Social Science Information","topic":"scientometrics and bibliometrics research","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Productivity; Accountability; Reductionism; Democracy; Political science; Diversity (politics); Politics; Sociology; Public relations; Epistemology; Economics; Law","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":["metaresearch","bibliometrics","sts","scholarly_communication"],"consensus_categories":["metaresearch","bibliometrics","scholarly_communication"],"category_scores_codex":[0.06927175,0.0001171346,0.0001760994,0.04838509,0.002844801,0.01125724,0.003591628,0.0000755895,0.00050976],"category_scores_gemma":[0.06267474,0.00009198653,0.00009580491,0.4071084,0.002463159,0.01476198,0.001109092,0.000220168,0.0005551372],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007449181,"about_ca_system_score_gemma":0.007227004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003756999,"about_ca_topic_score_gemma":0.000003676892,"domain_scores_codex":[0.9639658,0.0001119479,0.0007787301,0.0004309243,0.03388918,0.0008234412],"domain_scores_gemma":[0.9740745,0.0004441607,0.0003812718,0.0005273378,0.0241576,0.000415076],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000007008421,0.00003867687,0.008171032,0.000002513077,0.000001380693,0.000001214519,0.005398508,0.0001221826,0.01309349,0.04852298,0.001343081,0.9232979],"study_design_scores_gemma":[0.0008137803,0.00007523996,0.7879102,0.00001226039,0.000009527032,0.00002492701,0.03217779,0.09344259,0.04232373,0.01835637,0.02440858,0.0004449758],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.878792,0.00004079759,0.008407916,0.002473277,0.001350059,0.0002338353,0.00001687504,0.00003105258,0.1086542],"genre_scores_gemma":[0.997952,0.00001093318,0.0006926164,0.0007970478,0.0001330465,0.00001099112,0.000004119674,0.000002427708,0.0003968417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9228529,"threshold_uncertainty_score":0.999018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6218952172951284,"score_gpt":0.6203810530267898,"score_spread":0.001514164268338614,"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."}}