{"id":"W4392717126","doi":"10.1016/s2472-5552(24)00013-3","title":"Publisher's Note","year":2024,"lang":"en","type":"article","venue":"SLAS DISCOVERY","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Centre","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.003494527,0.0001463227,0.0002113118,0.0003599554,0.0001213835,0.02136241,0.002368167,0.0001578419,0.0005844418],"category_scores_gemma":[0.004643051,0.00009391263,0.0001751216,0.001593828,0.0001038394,0.01747473,0.0004942995,0.000528429,0.002567263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006446095,"about_ca_system_score_gemma":0.0002989988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009675404,"about_ca_topic_score_gemma":0.00003063428,"domain_scores_codex":[0.9967049,0.0001146923,0.000486841,0.000694061,0.001656654,0.0003428022],"domain_scores_gemma":[0.9978257,0.001249724,0.00007164825,0.0006241485,0.00009692491,0.0001318283],"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":[0.000005557285,0.000009100255,0.002194187,0.000003875988,0.00001046792,0.00002776474,0.0002131118,0.0000227469,0.00002820119,0.04470437,0.9029751,0.04980555],"study_design_scores_gemma":[0.00006594124,0.00001115081,0.002896739,0.00003257476,0.000007309432,0.00001260646,0.0002445945,0.001163554,0.00007171024,0.2994871,0.695851,0.0001556333],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1070283,0.003769529,0.04271358,0.02202311,0.02341617,0.0002367372,0.00006921931,0.0005344095,0.800209],"genre_scores_gemma":[0.8660922,0.00001880312,0.0001391584,0.001073809,0.0006226301,0.000009009757,0.000009216588,0.00001846088,0.1320167],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.759064,"threshold_uncertainty_score":0.9982094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06734554834344464,"score_gpt":0.4118893190278525,"score_spread":0.3445437706844079,"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."}}