{"id":"W7094449338","doi":"","title":"9781552389454.pdf","year":2022,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Face (sociological concept); Quality (philosophy); Sustainability; Resource (disambiguation); Foundation (evidence)","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":[0.0001343941,0.000283877,0.0001880092,0.00006402861,0.0003174779,0.00006388301,0.0007106298,0.0001624279,0.7492498],"category_scores_gemma":[0.00001971246,0.0002494803,0.0001271471,0.0001755941,0.0001226637,0.000003820017,0.0003381675,0.0002709395,0.3221453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005989207,"about_ca_system_score_gemma":0.0001267793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005849545,"about_ca_topic_score_gemma":0.0001017812,"domain_scores_codex":[0.9987099,0.00006399779,0.0002138793,0.0005323206,0.0001821082,0.0002977939],"domain_scores_gemma":[0.998694,0.00001213936,0.0002593939,0.0009496373,0.00003109062,0.00005374109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001730099,0.00005991146,0.00004480304,0.00001428535,0.0001003894,9.919812e-7,0.00000676458,0.000008671161,0.03240983,0.001293691,0.06428578,0.9017576],"study_design_scores_gemma":[0.0001529942,0.00008326806,0.00001876296,0.000007843896,0.00003803353,0.0000146526,0.00001777483,0.000003479699,0.004249356,0.000411927,0.9946967,0.0003052129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005340112,0.00002432503,0.008438141,0.0005598971,0.0001520084,0.0008443379,1.03934e-7,0.0001171655,0.9898106],"genre_scores_gemma":[0.0004902504,0.0007869211,0.00324157,0.001006578,0.0005388655,0.0007063774,0.003767519,0.0003967699,0.9890652],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9304109,"threshold_uncertainty_score":0.9999958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006066798557241236,"score_gpt":0.3007260472393359,"score_spread":0.2946592486820946,"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."}}