{"id":"W7036807691","doi":"","title":"Collation Model for LJS 267: De ludo schacchorum seu de moribus...","year":2022,"lang":"en","type":"article","venue":"Scholarly Commons (University of Pennsylvania)","topic":"Lepidoptera: Biology and Taxonomy","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collation; Humanism; Quarter (Canadian coin); Subject (documents); Culmination","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":[],"consensus_categories":[],"category_scores_codex":[0.0004970359,0.0001238409,0.000165964,0.0001007042,0.0007073232,0.00002802614,0.0005095925,0.0001686322,0.00006368689],"category_scores_gemma":[0.00006496901,0.0001746002,0.0001553096,0.0001347975,0.00009929161,0.00004472721,0.0003989687,0.0002757958,0.000004641561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062743,"about_ca_system_score_gemma":0.000300567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001062355,"about_ca_topic_score_gemma":0.0003374609,"domain_scores_codex":[0.9990205,0.0001596167,0.0001079246,0.0002993341,0.0001006503,0.0003119618],"domain_scores_gemma":[0.9992592,0.00003474928,0.0001296658,0.0003419444,0.0001313525,0.000103134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006477484,0.00172596,0.2961493,0.0002150839,0.001458519,0.00007873973,0.006200595,0.04274094,0.5304322,0.02123891,0.0518667,0.04141562],"study_design_scores_gemma":[0.007378051,0.001945951,0.01116386,0.00003135299,0.0003842758,0.0001147778,0.00609246,0.1065379,0.007058259,0.007157623,0.8507398,0.001395661],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8456583,0.0002498516,0.1441886,0.001817928,0.0001087635,0.0003983478,0.0003607527,0.00002841944,0.007188979],"genre_scores_gemma":[0.9817215,0.00002594321,0.01601419,0.0002428899,0.00004601827,0.000006579309,0.0002656089,0.00001311457,0.001664153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7988732,"threshold_uncertainty_score":0.7119991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02126413703413688,"score_gpt":0.2241271450968054,"score_spread":0.2028630080626685,"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."}}