{"id":"W6981572303","doi":"","title":"Episode 0 - 2016 in Review","year":2016,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Power (physics); Agency (philosophy); Context (archaeology)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009738829,0.0002318622,0.0003471979,0.00006485287,0.00001263804,0.000009795951,0.0001716989,0.0001997,0.2777217],"category_scores_gemma":[0.0000562559,0.0002016553,0.00006357724,0.000006515781,0.00003178064,2.061984e-7,0.00002614712,0.0001490555,0.008523432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003975499,"about_ca_system_score_gemma":0.00001002017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000319983,"about_ca_topic_score_gemma":0.0004067541,"domain_scores_codex":[0.9990536,0.00001630116,0.0004676481,0.0001064399,0.0001586384,0.00019737],"domain_scores_gemma":[0.9994604,0.00004109199,0.0001974574,0.0002087108,0.00004237878,0.00004994351],"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":[0.000005135878,0.000005595794,4.740338e-7,0.003632081,0.00001339645,0.00000328697,0.00001000848,0.004839035,4.479878e-8,0.00001143063,0.983946,0.007533527],"study_design_scores_gemma":[0.0002348274,0.00001562442,6.073506e-7,0.005138911,0.00001716874,0.00001009277,0.000002636038,0.0001039876,0.000002115695,0.000009867023,0.9942268,0.0002374224],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.641078e-7,0.01280239,0.00003693738,0.00007166515,0.0002122851,0.0002821738,0.00005931864,0.0002658673,0.9862692],"genre_scores_gemma":[0.00001275225,0.05053159,0.001811359,0.0001619114,0.00007522943,0.00001983833,0.00007541567,0.0001333754,0.9471785],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2691983,"threshold_uncertainty_score":0.9922485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00374250854576384,"score_gpt":0.1902104409233364,"score_spread":0.1864679323775726,"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."}}