{"id":"W6958261588","doi":"10.6084/m9.figshare.6456062","title":"Mirams - Summing up","year":2018,"lang":"en","type":"other","venue":"Open MIND","topic":"Particle Accelerators and Free-Electron Lasers","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Satellite; Term (time); Set (abstract data type); Key (lock)","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":[0.00005594837,0.0001641152,0.0001862393,0.00005297914,0.00002144082,0.0001290263,0.0003781153,0.0001482184,0.03080065],"category_scores_gemma":[0.000003673541,0.0001620823,0.00003083494,0.00008703648,0.00002875136,0.00006119652,0.00005972237,0.00008743291,0.008631611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002966938,"about_ca_system_score_gemma":0.00001645362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007293534,"about_ca_topic_score_gemma":0.0005349805,"domain_scores_codex":[0.9993761,0.000007420414,0.0001067544,0.0001792378,0.00007432273,0.0002561547],"domain_scores_gemma":[0.9996203,0.000004551557,0.0000274417,0.0002697359,0.00000615645,0.00007177256],"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":[0.000002028098,0.000005873237,0.0000675004,0.000007279488,0.00005697202,0.000006818201,0.00003527193,0.000005589352,0.0004835133,0.000006884367,0.9467221,0.0526002],"study_design_scores_gemma":[0.000170059,0.00001610808,0.000008169145,0.00005136944,0.00001632329,0.00000129941,0.00001196634,0.0006505486,0.00760772,0.000003521112,0.9912453,0.0002176004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0045997,0.0003417831,0.0001154587,0.000005012349,0.0005932197,0.0002057601,0.00001732282,0.00002168843,0.9941],"genre_scores_gemma":[0.009063003,0.00005062507,0.002600739,0.00001332589,0.0004996856,0.00001752052,0.0000286479,0.0004076236,0.9873188],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05238261,"threshold_uncertainty_score":0.9921403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03205865828457316,"score_gpt":0.2773700820388195,"score_spread":0.2453114237542463,"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."}}