{"id":"W7112614012","doi":"","title":"An Interview with Bekah Stauffacher","year":2024,"lang":"","type":"article","venue":"ScholarsArchive  (Brigham Young University)","topic":"American Environmental and Regional History","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Center (category theory); Interview; Work (physics); Quarter (Canadian coin)","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002847838,0.000600545,0.000403386,0.0003894208,0.000712069,0.0001814422,0.001127587,0.0001546757,0.008571445],"category_scores_gemma":[0.000002932076,0.0005394363,0.0002759015,0.0009988556,0.006622807,0.002482825,0.0005242336,0.00121123,0.00346557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001619943,"about_ca_system_score_gemma":0.0001813346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004668036,"about_ca_topic_score_gemma":0.000226975,"domain_scores_codex":[0.9961727,0.0005201015,0.0002615504,0.001497823,0.0007754628,0.0007723197],"domain_scores_gemma":[0.9983818,0.0000567714,0.0001200761,0.0007128203,0.00001157548,0.000716937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003088708,0.00720103,0.07898539,0.001626682,0.004206994,0.04392242,0.06821507,0.008072592,0.0946562,0.03674821,0.02058616,0.6326905],"study_design_scores_gemma":[0.0006697962,0.001492995,0.06580546,0.0006240706,0.0004293304,0.0002758897,0.008105977,0.001292152,0.0002386667,0.0002984885,0.9195417,0.001225544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5829121,0.006799896,0.02239886,0.001766892,0.001777958,0.001399449,0.0007952941,0.0006313501,0.3815181],"genre_scores_gemma":[0.9130799,0.001497349,0.001560424,0.0002910139,0.0001333705,0.000001469381,0.00004817429,0.00009097907,0.08329736],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8989555,"threshold_uncertainty_score":0.9997057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009992496391992086,"score_gpt":0.1957049273877645,"score_spread":0.1857124309957724,"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."}}