{"id":"W4294162901","doi":"10.1063/pt.3.5087","title":"Judith Lynn Pipher","year":2022,"lang":"en","type":"article","venue":"Physics Today","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art history; Physics; Astronomy; History","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":[],"consensus_categories":[],"category_scores_codex":[0.00001962546,0.0000407496,0.00004063815,0.000006907149,0.000069801,0.000008879229,0.0000502876,0.00000479923,0.0003769526],"category_scores_gemma":[5.175104e-7,0.00004616906,0.00002086874,0.00007746358,0.000005081059,0.00008864782,0.00002359643,0.00006499314,0.00005048608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000621785,"about_ca_system_score_gemma":0.000004592764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006947366,"about_ca_topic_score_gemma":4.40605e-7,"domain_scores_codex":[0.9997514,0.000005508915,0.00005935938,0.00005011994,0.00005843368,0.00007518728],"domain_scores_gemma":[0.9998917,0.000006024912,0.000009466762,0.00007226007,0.000004664872,0.00001586395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004212,0.00007231859,0.004942487,0.00001096355,0.0000488146,5.434151e-7,0.00042059,0.7778239,0.009151093,0.02677553,0.02622816,0.1545214],"study_design_scores_gemma":[0.0009655412,0.0001244946,0.03415196,0.00000622102,0.00003326368,0.000001173739,0.0005884869,0.5905672,0.01624256,0.01255634,0.344128,0.0006347231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9554704,0.00001867767,0.02854541,0.0001096834,0.0004517601,0.00007595625,0.00002258339,0.0001542028,0.01515137],"genre_scores_gemma":[0.9986976,0.000001195704,0.0008772716,0.0000594742,0.0001185857,0.00003526809,0.00003820701,0.00001243833,0.0001599489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3178999,"threshold_uncertainty_score":0.4127367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009712504397823982,"score_gpt":0.1822398022969149,"score_spread":0.172527297899091,"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."}}