{"id":"W6948405581","doi":"10.48660/25060009","title":"Area and time","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Diptera species taxonomy and behavior","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Work (physics); Set (abstract data type); Context (archaeology); Identification (biology)","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":[],"category_scores_codex":[0.00001959398,0.0001006971,0.0001290377,0.000008739044,0.00002907778,0.00003542647,0.00009990762,0.0001198698,0.03282053],"category_scores_gemma":[0.00000438003,0.00003259765,0.00003501047,0.00005459823,0.00003033396,0.00001148765,0.00005640621,0.00005409085,0.0003884402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005018188,"about_ca_system_score_gemma":0.000002963151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000169919,"about_ca_topic_score_gemma":0.0002700043,"domain_scores_codex":[0.999615,0.000008705262,0.00005385793,0.0001707636,0.00005076738,0.0001009043],"domain_scores_gemma":[0.9998741,0.00002372744,0.00003262697,0.00003041816,0.000005480887,0.00003367426],"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":[0.000001367535,0.00001937579,0.0004016038,0.000004003767,0.000006154722,0.000002582351,0.000001334896,1.308444e-9,0.0003145153,0.0001373516,0.6567143,0.3423975],"study_design_scores_gemma":[0.00002413872,0.0000225734,0.001613639,0.00004497729,0.00001389432,6.929434e-7,0.000004838675,3.672417e-7,0.00002059918,0.00001575113,0.9981408,0.00009779207],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002443317,0.0004614283,2.885173e-7,0.0003189595,0.00008857976,0.0001069437,0.0001240814,0.0001023569,0.996354],"genre_scores_gemma":[0.002229411,0.00008678624,0.00003509624,0.0001804811,0.000229133,0.000008851158,0.00005487854,0.000001585918,0.9971738],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3422997,"threshold_uncertainty_score":0.9680636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01657501976485478,"score_gpt":0.2010620753743051,"score_spread":0.1844870556094503,"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."}}