{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.292988,0.003807121,0.008883048,0.01219804,0.00516115,0.02908302,0.01101558,0.04245952,0.04707431],"category_scores_gemma":[0.5849611,0.002836162,0.01071425,0.00652064,0.02102681,0.06085091,0.0161329,0.06542437,0.01610182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02100295,"about_ca_system_score_gemma":0.04825981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005130544,"about_ca_topic_score_gemma":0.005337094,"domain_scores_codex":[0.7839134,0.1357375,0.02386585,0.0119917,0.03878263,0.00570894],"domain_scores_gemma":[0.2814721,0.5447524,0.0145292,0.06353308,0.08132422,0.014389],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007976292,0.0004091935,0.0005602167,0.02257081,0.001432752,0.0002611883,0.001408841,0.0005346972,0.0003580961,0.2859876,0.5273393,0.1583396],"study_design_scores_gemma":[0.0003858876,0.0001651664,0.0005914604,0.059658,0.0004714877,0.0001841133,0.001317495,0.000256263,0.0001649887,0.146825,0.7898884,0.00009186172],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003703434,0.1213569,0.00545288,0.8041784,0.05719487,0.0004123133,0.0007444561,0.0002472144,0.01004249],"genre_scores_gemma":[0.01527932,0.1058081,0.04452339,0.7802225,0.04256199,0.002830042,0.001517636,0.0004979708,0.006758946],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.7070121,"threshold_uncertainty_score":0.8718717,"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."}}