{"id":"W7034542167","doi":"","title":"Trash Talk - October 28, 2022","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Education, Innovation and Language Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Power (physics); Environmental compliance","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":[0.000591345,0.0002311983,0.0003055489,0.0001263015,0.0003930432,0.00006154601,0.0003856171,0.0002334184,0.9845446],"category_scores_gemma":[0.0003729588,0.0002479225,0.0001300962,0.0000340076,0.0002869131,2.870225e-7,0.00008966558,0.0002949976,0.002213934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001241502,"about_ca_system_score_gemma":0.0001013701,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05329723,"about_ca_topic_score_gemma":0.1065434,"domain_scores_codex":[0.9981191,0.0001848384,0.0005007954,0.000189725,0.000700821,0.000304766],"domain_scores_gemma":[0.9987777,0.0001255736,0.0005465819,0.0002779325,0.0001836458,0.00008856031],"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":[0.000009086659,0.00004759154,0.00001474201,0.00009778086,0.00005619539,0.00000495723,0.004118584,0.000004940709,5.939173e-8,0.0005754302,0.9930106,0.002060009],"study_design_scores_gemma":[0.0002039259,0.00003487636,0.00002775036,0.00003632612,0.00002958796,0.000005357784,0.01116149,2.592811e-7,5.857192e-7,0.00001652972,0.988219,0.0002643465],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000406058,0.0006994203,1.031242e-7,0.001110156,0.0009756847,0.0004286655,0.0001286499,0.0002251899,0.9963915],"genre_scores_gemma":[0.0002842961,0.0006636333,0.0002486126,0.0009056666,0.0005375951,0.00004933167,0.0002799593,0.00008156586,0.9969493],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9823307,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00844217883968346,"score_gpt":0.2360708168346945,"score_spread":0.2276286379950111,"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."}}