{"id":"W6903348652","doi":"10.11586/2018032","title":"A needed evidence revolution","year":2018,"lang":"en","type":"article","venue":"Bertelsmann Stiftung","topic":"Migration, Policy, and Dickens Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Euros; Value (mathematics); Work (physics); Quality (philosophy); Economic Justice; Investment (military); Social policy; Value for money","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005660891,0.0001058972,0.0001364191,0.00008070112,0.001305237,0.00007551775,0.000202618,0.00007790162,0.0002321745],"category_scores_gemma":[0.001377618,0.0001008796,0.00005894271,0.0003891479,0.000550366,0.0003727778,0.00005213213,0.00006269441,0.0005788612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000102218,"about_ca_system_score_gemma":0.0001596912,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02967573,"about_ca_topic_score_gemma":0.05606687,"domain_scores_codex":[0.9986993,0.0001509701,0.0001880254,0.0002351549,0.000353069,0.0003734841],"domain_scores_gemma":[0.9991375,0.0001749503,0.00007684386,0.0002042458,0.0002844363,0.0001220195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006872969,0.00009084428,0.02657556,0.0000370628,0.00005858156,0.000005274732,0.2952715,0.00000189394,0.001066183,0.111534,0.553907,0.01138341],"study_design_scores_gemma":[0.0006314168,0.0003213506,0.1269637,0.0004253469,0.0001376186,0.000006412385,0.07059224,0.0004165029,0.0008577602,0.01500064,0.7837327,0.000914338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7648951,0.003170543,0.001937868,0.01137832,0.001599623,0.0005835808,0.000006800671,0.0004619247,0.2159663],"genre_scores_gemma":[0.985014,0.0005196867,0.0003878667,0.0006922906,0.002039825,0.00002037332,0.000001728173,0.00000855353,0.01131572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2298257,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0974822386246126,"score_gpt":0.3880277256459065,"score_spread":0.2905454870212939,"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."}}