{"id":"W6931563326","doi":"10.5281/zenodo.8410438","title":"eic/EICrecon: v1.6.1","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Identification (biology); Data collection; Product (mathematics); Selection (genetic algorithm)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002193829,0.0001644332,0.0001631279,0.00005264384,0.000783949,0.0003372861,0.0008681936,0.0001740326,0.08082555],"category_scores_gemma":[0.0001148667,0.00008510979,0.00006476781,0.0003794653,0.00008102258,0.00003477557,0.0005641392,0.0002096961,0.04046373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003388368,"about_ca_system_score_gemma":8.446883e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008131593,"about_ca_topic_score_gemma":0.00002702832,"domain_scores_codex":[0.9988041,0.0001539076,0.0001483812,0.0003759023,0.0002053688,0.0003123385],"domain_scores_gemma":[0.9995142,0.00003583279,0.0001085075,0.0001257737,0.00007845916,0.0001372922],"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":[0.000005193192,0.00002444557,0.000002592544,0.00001163094,0.00002275013,0.000008750591,0.00001729075,5.862131e-7,0.001303159,0.00025331,0.787438,0.2109123],"study_design_scores_gemma":[0.00007228008,0.0001036799,0.000417311,0.00004455581,0.000009350971,0.00002826992,0.0000406457,0.000007199521,0.00007261695,0.00004552547,0.9989605,0.0001980702],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009481697,0.0002082366,0.00001348238,0.0004043815,0.0002244123,0.0003493151,0.002348574,0.002605784,0.9928976],"genre_scores_gemma":[0.02742252,0.002825839,0.0001778162,0.000517547,0.003901421,1.886995e-7,0.01929816,0.004190968,0.9416655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2115225,"threshold_uncertainty_score":0.9602834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05178791566458455,"score_gpt":0.2142595542179864,"score_spread":0.1624716385534019,"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."}}