{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005692096,0.0006347852,0.0009464474,0.0001125899,0.0000887917,0.00008512472,0.0006869533,0.0009763399,0.7440048],"category_scores_gemma":[0.001114886,0.0006317394,0.0003912958,0.00001810504,0.0003718762,3.364786e-7,0.0001773588,0.0008564133,0.04894389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001486529,"about_ca_system_score_gemma":0.00004001589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003622156,"about_ca_topic_score_gemma":0.0007050548,"domain_scores_codex":[0.9967741,0.0001311347,0.001174685,0.0004236245,0.000813533,0.0006828564],"domain_scores_gemma":[0.9969451,0.0009909768,0.0008023528,0.000745969,0.000177203,0.0003384285],"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":[0.0001234834,0.00005332431,0.000007836479,0.0009927182,0.0003583973,0.00006673224,0.00002544452,0.0001007866,0.00000456806,0.0001930092,0.9943832,0.003690519],"study_design_scores_gemma":[0.001189704,0.00003912682,0.0000025179,0.000577457,0.0002856098,0.00004697435,0.00004694421,0.0002301887,0.00008502736,0.0001437439,0.9967284,0.000624349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001145604,0.0005124706,0.000006857569,0.0002396164,0.0003887492,0.0002943822,0.0004428824,0.001068184,0.9970354],"genre_scores_gemma":[0.0005356091,0.0005330709,0.002474245,0.0005064713,0.0005309032,0.00003943155,0.0001027816,0.0005957495,0.9946817],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6950608,"threshold_uncertainty_score":0.9996134,"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."}}