{"id":"W7048857323","doi":"","title":"Our Contributors","year":2006,"lang":"en","type":"article","venue":"Archivaria","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00008574145,0.00006723371,0.00007564313,0.00004018124,0.00006661213,0.00003610846,0.0001255474,0.000007831692,0.04678552],"category_scores_gemma":[0.000003744699,0.00006056684,0.00004378713,0.00007464763,0.00001220903,0.000007633987,0.0000730397,0.0000829861,0.0003120372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001578664,"about_ca_system_score_gemma":0.00003677464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004112627,"about_ca_topic_score_gemma":0.00001016134,"domain_scores_codex":[0.9993594,0.00003088206,0.0001194886,0.0001270081,0.000140499,0.0002227333],"domain_scores_gemma":[0.9996976,0.00003808016,0.0000247598,0.0001693538,0.00002265693,0.00004751083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005930007,0.00006873306,0.02774607,0.000001606244,0.000009216987,0.00000184988,0.0000112552,0.000003872959,0.004312857,0.8441845,0.06796933,0.05568485],"study_design_scores_gemma":[0.001340235,0.00005848065,0.201938,0.000008468047,0.00001435223,5.691577e-7,0.0001772059,0.001269419,0.002789187,0.154854,0.637306,0.000244143],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0280162,0.000004860651,0.00524668,0.002364421,0.00008409327,0.0001639813,0.00002441441,0.00002635261,0.964069],"genre_scores_gemma":[0.9757123,1.293147e-7,0.0004977824,0.00002521144,0.0003310358,0.00002063035,0.00004792292,0.000005387094,0.02335958],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9476961,"threshold_uncertainty_score":0.9540858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008031948809750113,"score_gpt":0.2544509505705685,"score_spread":0.2464190017608184,"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."}}