{"id":"W6948367449","doi":"10.48660/25060037","title":"Conference Talk","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Evolution and Paleontology Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Focus (optics); Work (physics); Set (abstract data type); Government (linguistics); Agency (philosophy)","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":[0.00003544811,0.0001078901,0.0001648267,0.00007967913,0.00004436079,0.00001091804,0.0001301205,0.0001343638,0.06720757],"category_scores_gemma":[0.00002114258,0.0000875425,0.00003321569,0.00006043013,0.00009101558,0.00001027599,0.000006411108,0.0001010096,0.002200627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.469787e-7,"about_ca_system_score_gemma":0.00005098277,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005381838,"about_ca_topic_score_gemma":0.2992853,"domain_scores_codex":[0.9995283,0.00002786313,0.00006967801,0.0001639082,0.00007280576,0.0001374252],"domain_scores_gemma":[0.9997488,0.00003879926,0.00004551077,0.0001212505,0.00001229811,0.00003330482],"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":[0.000001852617,0.000002361213,0.09213053,0.00002219989,0.00003632115,0.00000743368,0.00001700934,6.732191e-7,4.487722e-8,0.0005041722,0.8973606,0.009916773],"study_design_scores_gemma":[0.00005813237,0.00000980099,0.07861215,0.00004242195,0.00001416116,0.000001329195,0.0000224154,0.00003677976,2.246203e-7,0.0002288905,0.9208804,0.00009332236],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007663674,0.007915004,0.00009281544,0.0003448128,0.0007281161,0.000068826,0.0001773952,0.0001202612,0.9905451],"genre_scores_gemma":[0.008074085,0.0007806181,0.0002294797,0.0003740311,0.0001381758,6.554959e-7,0.00007616924,0.000006114471,0.9903207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2939034,"threshold_uncertainty_score":0.9985763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02208895477393326,"score_gpt":0.2377600641408343,"score_spread":0.215671109366901,"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."}}