{"id":"W7077503917","doi":"10.48660/25080016","title":"Opening Remarks","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Set (abstract data type); Work (physics); Identification (biology); Context (archaeology); Perspective (graphical)","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":[0.0001025813,0.0001236064,0.0001555465,0.00006412152,0.00003300509,0.00005999606,0.0009105687,0.0001687385,0.001570378],"category_scores_gemma":[0.00008092666,0.0001158186,0.00004437361,0.0001408998,0.00001594154,0.00002597753,0.0004533454,0.0001522648,0.000219356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009581116,"about_ca_system_score_gemma":0.00006901099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007703062,"about_ca_topic_score_gemma":0.00001010508,"domain_scores_codex":[0.9993035,0.00001896594,0.00008840388,0.0003280296,0.00009396686,0.0001671107],"domain_scores_gemma":[0.9992784,0.00002765963,0.00007311495,0.0005676699,0.00002093486,0.00003218252],"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":[2.302942e-7,0.000005179814,0.0000140001,0.00005675763,0.00001393861,0.00001938981,0.00002124395,0.000002868362,0.00002312087,0.01634075,0.9702381,0.01326445],"study_design_scores_gemma":[0.00005302532,0.000003239004,0.00001301179,0.0001849643,0.0000034914,0.000003191128,0.000002418525,0.0005559424,0.0001198861,0.00228122,0.9966529,0.0001267255],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[5.074642e-8,0.0003873902,0.1149501,0.001616885,0.000353455,0.00005991582,0.000001543927,0.0002684599,0.8823622],"genre_scores_gemma":[0.0001557351,0.00002332127,0.02053908,0.0003143849,0.000135536,0.000007008472,0.000005243337,0.000009624926,0.9788101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09644789,"threshold_uncertainty_score":0.9993423,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01101326206549101,"score_gpt":0.2333572645804515,"score_spread":0.2223440025149605,"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."}}