{"id":"W7072126286","doi":"","title":"Uncomfortable situations we've obviously all been through before","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Code (set theory); Set (abstract data type); Action (physics); Key (lock); 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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000106943,0.0003473338,0.0006120994,0.00009225016,0.00007837665,0.00001928901,0.0002089791,0.004316751,0.428173],"category_scores_gemma":[0.00008278041,0.0003119123,0.0002385768,0.00001922418,0.0002002677,2.000262e-7,0.00009836315,0.001716686,0.004433529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005405418,"about_ca_system_score_gemma":0.00009427318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002651755,"about_ca_topic_score_gemma":0.002229111,"domain_scores_codex":[0.9984182,0.00003331672,0.0006204219,0.0002453902,0.0003433026,0.0003393695],"domain_scores_gemma":[0.9987309,0.00004736775,0.0004312022,0.0005444206,0.00014294,0.0001031955],"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":[0.00004425323,0.00008940755,0.000004709607,0.0006618516,0.0004169007,0.00009233609,0.0003478756,0.00003472044,0.000001001024,0.0002963912,0.9967685,0.001242035],"study_design_scores_gemma":[0.0008423089,0.0002470677,0.000006866857,0.0009086826,0.0003397103,0.0003946398,0.0002565872,0.00001216298,0.00003502705,0.0000673817,0.9966261,0.0002634673],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000255572,0.00245914,0.000003112483,0.006845195,0.0003719922,0.0005534445,0.00007924822,0.0002967514,0.9893656],"genre_scores_gemma":[0.0002250004,0.003775204,0.003274378,0.001504422,0.0001708179,0.00001824816,0.001017861,0.0001182867,0.9898958],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4237395,"threshold_uncertainty_score":0.9999333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008603752728712177,"score_gpt":0.2115385880707462,"score_spread":0.202934835342034,"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."}}