{"id":"W7056624494","doi":"","title":"Gormley w/ Guest Host Brent Loucks - Lin Gennutt - Aug 29, 2022","year":2022,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Government (linguistics); Order (exchange); Host (biology); Field (mathematics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000454054,0.0005667417,0.0002951377,0.0004152657,0.001983684,0.002773557,0.0004886646,0.001154872,0.7724547],"category_scores_gemma":[0.0009966105,0.0003251499,0.0002545869,0.00034061,0.000286643,0.001163857,0.001462171,0.00168148,0.6159595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009504542,"about_ca_system_score_gemma":0.001506573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01672925,"about_ca_topic_score_gemma":0.0872266,"domain_scores_codex":[0.9997564,0.00001541283,0.000004543717,0.0000418208,0.0001095102,0.00007228737],"domain_scores_gemma":[0.9992232,0.00003771113,0.00001495771,0.0000390179,0.0003154889,0.0003694894],"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":[0.00001294988,0.000008378424,0.0000623794,0.00001068376,3.173195e-7,0.00002399188,0.000008621284,0.00001060416,0.00010661,0.0002645143,0.9924747,0.007016254],"study_design_scores_gemma":[0.000003554793,0.00000760897,0.0002919777,0.00001858472,5.289758e-7,0.00002023752,0.00006156848,0.00002616661,0.0001165121,0.00009042769,0.9993601,0.000002720942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008531592,0.0004502853,0.0005111319,0.003944703,0.004655394,0.00007718667,0.002037369,0.001748978,0.9857218],"genre_scores_gemma":[0.0005549534,0.00008037231,0.00005694084,0.0003225183,0.00005252569,0.000005667837,0.000241192,0.0001706826,0.9985152],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2275453,"threshold_uncertainty_score":0.3245656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00484331629057331,"score_gpt":0.1684165283746788,"score_spread":0.1635732120841055,"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."}}