{"id":"W7056681109","doi":"","title":"Gormley - Robert Freberg - November 21st, 2023","year":2023,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Thermal properties of materials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics)","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":[0.0005671422,0.0005504739,0.000751275,0.00009180209,0.00009257148,0.0001648193,0.000823008,0.000611468,0.9012787],"category_scores_gemma":[0.0002690665,0.0004958647,0.0002035106,0.000009134224,0.0002405923,7.36099e-7,0.0003533236,0.0002301479,0.4078093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000879172,"about_ca_system_score_gemma":0.00004733774,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02813204,"about_ca_topic_score_gemma":0.00364259,"domain_scores_codex":[0.9971488,0.0001287924,0.001035337,0.0003862052,0.0007060047,0.0005948915],"domain_scores_gemma":[0.9979067,0.0001355487,0.0008693724,0.0007642246,0.0001512469,0.000172873],"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":[0.00009317809,0.00003806108,6.638728e-7,0.000480994,0.00004729966,0.00001962792,0.00007110225,0.0002280134,0.0001911322,0.00002476121,0.9983048,0.0005004079],"study_design_scores_gemma":[0.0004561937,0.000094453,0.000006810184,0.0004308662,0.00005243752,0.00003807461,0.00005773243,0.000002776282,0.0008435999,0.000006720794,0.9974478,0.0005625131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005263304,0.0003127593,1.231741e-7,0.000171105,0.001965167,0.0005847166,0.0006927747,0.001113844,0.9946332],"genre_scores_gemma":[0.0003983229,0.0002433676,0.0006528231,0.0003105668,0.0004969392,0.00004468712,0.000103325,0.0005873422,0.9971626],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4934694,"threshold_uncertainty_score":0.9997493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008011715371026913,"score_gpt":0.1892573043768646,"score_spread":0.1812455890058376,"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."}}