{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001457786,0.001105028,0.000743004,0.001466808,0.001738776,0.005589106,0.001253675,0.002572488,0.7833349],"category_scores_gemma":[0.003241155,0.0002855636,0.000799371,0.00087897,0.0003793043,0.002082048,0.003361257,0.002645097,0.7071519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115166,"about_ca_system_score_gemma":0.002507929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001648465,"about_ca_topic_score_gemma":0.004989454,"domain_scores_codex":[0.9991671,0.0001171875,0.00002639481,0.0001592474,0.0003728202,0.0001572771],"domain_scores_gemma":[0.9976006,0.000182565,0.00006778964,0.0001224318,0.0007261682,0.001300495],"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":[0.00003620478,0.00001733824,0.00003971489,0.00005302947,0.000002462503,0.0000219416,0.00000865212,0.00002855849,0.0001305561,0.0008126101,0.9711124,0.02773649],"study_design_scores_gemma":[0.00001005756,0.000009150912,0.0001078105,0.0000406887,0.000001979754,0.00001866576,0.00002530605,0.00003131542,0.00005888728,0.0006271952,0.9990658,0.000003171038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005445294,0.002658501,0.001475608,0.01089908,0.05073344,0.0002531941,0.004246837,0.001291431,0.9278974],"genre_scores_gemma":[0.0009840479,0.0006605316,0.0003590748,0.00212615,0.003027523,0.00007477358,0.001479547,0.0003277205,0.9909607],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2166651,"threshold_uncertainty_score":0.3090464,"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."}}