{"id":"W4240633220","doi":"10.1126/science.358.6369.1375","title":"A matter of trust","year":2017,"lang":"en","type":"article","venue":"Science","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"Virginia Polytechnic Institute and State University; Ford Motor Company","keywords":"Business; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00005750015,0.0000130421,0.00001795533,0.00002391396,0.00006907782,0.00001619772,0.0001436327,0.000004491408,0.00009299121],"category_scores_gemma":[0.000008184931,0.00001218958,0.000005056535,0.00005574081,0.0001733625,0.0001337978,0.000003026742,0.00001344011,0.00003335852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003438532,"about_ca_system_score_gemma":0.000009945661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003796411,"about_ca_topic_score_gemma":0.000007007211,"domain_scores_codex":[0.9998328,2.16492e-7,0.0000409991,0.00003122662,0.0000529971,0.00004172944],"domain_scores_gemma":[0.9997917,0.000001229456,0.000008588608,0.0001639984,0.00002368155,0.00001073796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000001438556,0.00002753272,0.4551034,0.00006273952,0.000005416116,9.494203e-7,0.001909486,0.002707375,0.4959011,0.0311058,0.001196599,0.01197814],"study_design_scores_gemma":[0.00002723813,0.000001225642,0.9780362,0.000002494512,5.343079e-7,1.558719e-7,0.00001665314,0.0006208889,0.01958476,0.0001660979,0.001526247,0.00001746144],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9701573,0.000002487337,0.001094324,0.0001042346,0.000133395,0.00001819626,0.000002775613,0.00001757903,0.0284697],"genre_scores_gemma":[0.9993497,5.418904e-7,0.000495173,0.00001834661,0.000003398455,0.00000121434,1.71172e-7,9.488605e-7,0.0001305549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5229328,"threshold_uncertainty_score":0.1018189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01401705768690288,"score_gpt":0.260581150743448,"score_spread":0.2465640930565451,"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."}}