{"id":"W7056381531","doi":"","title":"Episode #1035: 2023 Award Show","year":2023,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Performance art; Witness; Studio; Overhead (engineering); Brother; German","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":["insufficient_payload"],"category_scores_codex":[0.0008516487,0.0009431491,0.0006344809,0.001100578,0.004328371,0.00607991,0.001514729,0.002741117,0.8785919],"category_scores_gemma":[0.002560381,0.0005117292,0.0006379845,0.001333642,0.0002907651,0.002505657,0.003735427,0.002957551,0.7723603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00207544,"about_ca_system_score_gemma":0.002088936,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01247,"about_ca_topic_score_gemma":0.04081168,"domain_scores_codex":[0.9992508,0.0000426405,0.00002046394,0.00005683424,0.0003682257,0.0002610307],"domain_scores_gemma":[0.9984517,0.00007151348,0.00002668499,0.00009349416,0.0006801907,0.0006764309],"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":[0.00001934798,0.00001463305,0.00003195671,0.00001500486,4.13717e-7,0.00001535911,0.000009491247,0.000006102081,0.00003242914,0.0004086528,0.9943533,0.005093312],"study_design_scores_gemma":[0.00001211963,0.00001438198,0.0003633819,0.00002211438,8.160101e-7,0.00001854146,0.00007267587,0.00003078898,0.00004528702,0.0002775267,0.9991381,0.000004254502],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004587987,0.0002164353,0.0002574538,0.001941138,0.007598706,0.0001774304,0.004592066,0.0007231454,0.9840348],"genre_scores_gemma":[0.001497651,0.00009045827,0.00008188732,0.0007074848,0.0005763902,0.00005895277,0.001646838,0.0003634456,0.9949767],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1214081,"threshold_uncertainty_score":0.1731738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006522548047264727,"score_gpt":0.1831372534013332,"score_spread":0.1766147053540684,"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."}}