{"id":"W7095560101","doi":"","title":"Benign-by-Design: Synthesis of Engineered Silicon","year":2013,"lang":"en","type":"article","venue":"","topic":"Oral History, Memory, Narrative Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Land reclamation; Public opinion; Public policy; Environmental policy; Silicon valley; Oil sands; Work (physics); Energy policy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009984528,0.0001433759,0.0002866396,0.0001343121,0.0001052454,0.00004496059,0.0001626816,0.00003835656,0.0512181],"category_scores_gemma":[0.00006847671,0.000113735,0.0001280452,0.0000462012,0.0001811022,0.000240265,0.0000133558,0.00005892134,0.0007446607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003752541,"about_ca_system_score_gemma":0.00001683927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251919,"about_ca_topic_score_gemma":0.0001881635,"domain_scores_codex":[0.9991536,0.00006480578,0.0002624275,0.0001776817,0.0001725814,0.000168966],"domain_scores_gemma":[0.9992542,0.0001789948,0.00008497694,0.0002489499,0.0001697704,0.00006311563],"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":[0.00001881757,0.0002924085,0.00007698309,0.00007312314,0.0003838763,0.000001745461,0.02010696,0.00006641289,0.05775063,0.03244982,0.8775665,0.01121271],"study_design_scores_gemma":[0.0007213785,0.0005616185,0.0002469052,0.00007688985,0.0004924863,0.000001220211,0.03287652,0.004587734,0.4718463,0.003280739,0.4839211,0.001387188],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2162275,0.00187663,0.002909746,0.002671874,0.0007437735,0.0010746,0.00009551707,0.0004416631,0.7739587],"genre_scores_gemma":[0.9353116,0.000009397597,0.0002372893,0.0001119415,0.0001124612,0.00004954075,0.000004395226,0.00001842867,0.06414501],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7190841,"threshold_uncertainty_score":0.9571354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02503727143757493,"score_gpt":0.2011500592930026,"score_spread":0.1761127878554277,"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."}}