{"id":"W2163932858","doi":"10.1126/scisignal.2002104","title":"Gatekeepers of Science and Society","year":2011,"lang":"en","type":"editorial","venue":"Science Signaling","topic":"Identification and Quantification in Food","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Political science; Biology","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":[0.002701459,0.0001234821,0.0001267644,0.0001352565,0.0004559689,0.0000987605,0.0007982198,0.0002007612,0.00001554521],"category_scores_gemma":[0.001307985,0.0001207345,0.00005838316,0.0006075369,0.006081259,0.00001531706,0.0002154905,0.0001440311,0.000005569304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002893595,"about_ca_system_score_gemma":0.001955743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001704846,"about_ca_topic_score_gemma":9.71218e-7,"domain_scores_codex":[0.9978521,0.00001543465,0.0002516826,0.0006679848,0.0009552139,0.0002575175],"domain_scores_gemma":[0.9974763,0.00002123794,0.0002484001,0.0004449596,0.001704783,0.0001043066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003496606,0.00001104437,0.000005140874,0.00002715761,0.000005276618,3.522765e-8,0.000260336,0.000001752843,0.8811502,0.0002294254,0.1181107,0.0001953252],"study_design_scores_gemma":[0.00009175781,0.00005059422,0.00002385261,0.00002903897,0.00001278802,6.608823e-7,0.0003567661,0.00002920383,0.851612,0.00003581082,0.1476022,0.0001552785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"editorial","genre_gemma":"empirical","genre_scores_codex":[0.1214678,0.0007601368,0.001100281,0.00004862298,0.870469,0.0003800209,0.0000957582,0.00003109371,0.005647268],"genre_scores_gemma":[0.8721484,0.0004242141,0.002803329,0.00006104252,0.1230802,0.00001982963,0.00008666677,0.00003087457,0.001345459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7506806,"threshold_uncertainty_score":0.9966236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597529052426452,"score_gpt":0.2819588758901761,"score_spread":0.2659835853659116,"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."}}