{"id":"W7066010945","doi":"","title":"Gormley - Stan Thomas - August 8th, 2023","year":2023,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Laser-Plasma Interactions and Diagnostics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Joins","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":[0.0001083488,0.0003573773,0.0003941842,0.00009621238,0.00008767429,0.0000946185,0.00027918,0.0002278746,0.7969741],"category_scores_gemma":[0.00005456027,0.0003496589,0.0002192965,0.00001477936,0.00008267711,3.880479e-7,0.0001002303,0.0003165177,0.1079214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004181798,"about_ca_system_score_gemma":0.00004465614,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0266804,"about_ca_topic_score_gemma":0.003052586,"domain_scores_codex":[0.9985177,0.00003624701,0.0005782385,0.0002094499,0.0003261613,0.0003322006],"domain_scores_gemma":[0.9985541,0.0002501142,0.0005301567,0.0004014438,0.0001274476,0.0001367869],"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":[0.00002059506,0.00007435524,0.00002266938,0.0001299456,0.0001334154,0.00001082456,0.00003625969,0.0003414673,7.913552e-8,0.0004386479,0.9977242,0.001067489],"study_design_scores_gemma":[0.0003885847,0.00007436344,0.00001310331,0.0002865432,0.00007650783,0.000006231729,0.0002434163,0.00001921766,0.00001220405,0.00003858395,0.9984842,0.0003570409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002665056,0.00002026898,0.00000235422,0.00006365372,0.0008874505,0.0003254942,0.001293775,0.0003030306,0.9970773],"genre_scores_gemma":[0.0005082643,0.00006406105,0.0003626269,0.00005259004,0.0004877956,0.00003417937,0.0004790688,0.0002814184,0.99773],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6890526,"threshold_uncertainty_score":0.9998955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006407167593647367,"score_gpt":0.201923655265883,"score_spread":0.1955164876722356,"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."}}