{"id":"W7010078845","doi":"","title":"Ground Control - Episode 156 (Dylan Samberg, Nate Schmidt)","year":2023,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Analytical Methods in Pharmaceuticals","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Control (management)","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":[0.001250476,0.0004921544,0.0003750682,0.0004804593,0.004696718,0.003759357,0.0008410396,0.003058616,0.4003666],"category_scores_gemma":[0.005114867,0.0003946922,0.0002140863,0.000530299,0.0005809715,0.002019276,0.003191372,0.003389915,0.1976993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003489561,"about_ca_system_score_gemma":0.003748895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04606757,"about_ca_topic_score_gemma":0.1171558,"domain_scores_codex":[0.9988418,0.0001828802,0.00004303522,0.0001254696,0.0003643451,0.0004425712],"domain_scores_gemma":[0.997618,0.0002635582,0.0001128467,0.0001030076,0.0006939222,0.001208626],"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":[0.00000740852,0.000005220664,0.0000453595,0.00001164958,2.128194e-7,0.00004412102,0.0002049955,0.000004277749,0.00005114629,0.0002955462,0.9961696,0.003160452],"study_design_scores_gemma":[0.000002727723,0.000004634206,0.0003681266,0.00002133112,2.477123e-7,0.00003368197,0.0006660777,0.000007661157,0.00003921776,0.00009711592,0.9987561,0.000003236484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003747396,0.001685349,0.001012268,0.08257488,0.01428939,0.0005609757,0.005770263,0.00156219,0.8887972],"genre_scores_gemma":[0.005584657,0.0002638968,0.000227666,0.0121411,0.0004637362,0.0001343387,0.0009380388,0.0003870029,0.9798595],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5996333,"threshold_uncertainty_score":0.8553042,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398685738976476,"score_gpt":0.2543312622981633,"score_spread":0.2403444049083986,"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."}}