{"id":"W6930206760","doi":"10.5281/zenodo.11716417","title":"Fly pattern encyclopedia pdf","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Evolutionary Algorithms and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Encyclopedia; Trout; Fishing; On the fly; Fish <Actinopterygii>","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":[0.0002386336,0.001451112,0.001079506,0.00359015,0.0008845954,0.006132152,0.001376029,0.001013364,0.8052023],"category_scores_gemma":[0.0014872,0.0005806803,0.0005615895,0.005020552,0.0003504555,0.004077284,0.002163535,0.001630652,0.7582337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009678989,"about_ca_system_score_gemma":0.001251232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004846104,"about_ca_topic_score_gemma":0.006849443,"domain_scores_codex":[0.9996197,0.00002004879,0.00003056332,0.00005592099,0.0002182589,0.00005548889],"domain_scores_gemma":[0.9991473,0.0001344227,0.00004845846,0.0001184713,0.00039587,0.0001553845],"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":[0.00001267315,0.00001223304,0.00002912367,0.0001520891,0.000001797915,0.00002129685,0.00001370668,0.00003729467,0.0001923872,0.0006739704,0.9492031,0.04965042],"study_design_scores_gemma":[0.000002816862,0.000004160472,0.0001885909,0.00006029744,0.000001006162,0.00003870248,0.00001701595,0.00002206774,0.00007757126,0.0001943087,0.9993889,0.000004554296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003330571,0.003360695,0.002199249,0.0007594895,0.002531732,0.0002249024,0.03991724,0.009270123,0.9414034],"genre_scores_gemma":[0.0008557272,0.002639644,0.001112697,0.000761708,0.0004409059,0.0001237071,0.0212382,0.003083178,0.9697443],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1947977,"threshold_uncertainty_score":0.2778553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01817434877205449,"score_gpt":0.23459296043623,"score_spread":0.2164186116641755,"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."}}