{"id":"W7061775086","doi":"","title":"SHORT CUTS #251 - Heard It Through The Pipeline","year":2020,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Gyrotron and Vacuum Electronics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Solidarity; Shock (circulatory); Government (linguistics); Frontier","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000649924,0.000926794,0.0004761204,0.001161059,0.003305604,0.007255946,0.0008608343,0.002245632,0.8619404],"category_scores_gemma":[0.003110535,0.0006185592,0.0004999199,0.000842721,0.0004749862,0.003187022,0.003333111,0.002766446,0.7819647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243669,"about_ca_system_score_gemma":0.002047172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0150247,"about_ca_topic_score_gemma":0.04681653,"domain_scores_codex":[0.9994306,0.00004200203,0.00001396912,0.0000521762,0.0003110636,0.0001501726],"domain_scores_gemma":[0.9978942,0.0001415872,0.0000399603,0.000115607,0.000729227,0.001079464],"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":[0.00001385097,0.00001082594,0.00002201365,0.00001296287,3.152901e-7,0.000008960737,0.00001195031,0.000004340483,0.00004672707,0.0003887903,0.9915385,0.007940772],"study_design_scores_gemma":[0.000005492333,0.000008122338,0.0002345112,0.00001674236,6.148749e-7,0.00001078973,0.00007791851,0.00001488902,0.00003830595,0.0002071201,0.9993818,0.000003714403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004556114,0.0002780465,0.0003864744,0.003996208,0.006529248,0.0001319932,0.003955022,0.001938047,0.9823293],"genre_scores_gemma":[0.0006352983,0.00007779443,0.0001033325,0.0007421767,0.0002605239,0.00002421003,0.0009050703,0.0004333889,0.9968183],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8619404,"threshold_uncertainty_score":0.1969252,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01216515284827305,"score_gpt":0.2365808048827884,"score_spread":0.2244156520345154,"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."}}