{"id":"W6926230013","doi":"10.2312/eged.20222001","title":"EUROGRAPHICS 2022: Education Papers Frontmatter","year":2022,"lang":"en","type":"article","venue":"Eurographics","topic":"Public Health and Environmental Issues","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Information system; Key (lock); Data collection; Context (archaeology)","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":[0.000433166,0.0001745001,0.0001247571,0.0001187277,0.0006294979,0.00004097402,0.000436285,0.00004203294,0.02230507],"category_scores_gemma":[0.00001858382,0.0001883046,0.0001117159,0.0009400377,0.0002446224,0.0001887112,0.0004894241,0.0004429972,0.0006485258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146872,"about_ca_system_score_gemma":0.00002725004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002667141,"about_ca_topic_score_gemma":0.00005751716,"domain_scores_codex":[0.9980003,0.0001998103,0.0002454305,0.0004297229,0.0006608624,0.0004638435],"domain_scores_gemma":[0.9991795,0.00003291839,0.00009159645,0.0004090396,0.000003060894,0.0002838842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002375878,0.0008379924,0.7599823,0.00001360306,0.00001909999,0.00001329404,0.0007461854,0.0002422149,0.00174356,0.001060282,0.183096,0.05222173],"study_design_scores_gemma":[0.0001250419,0.0001167305,0.194638,0.000001330076,0.000008781948,0.00001760764,0.0007163215,0.00003857591,0.00001429886,0.0002632577,0.8038865,0.0001736473],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7223032,0.0003744916,0.00001645123,0.003681496,0.00105935,0.0003597783,0.00002504386,0.0001631643,0.2720171],"genre_scores_gemma":[0.9849678,0.0001438504,0.0005180529,0.01003649,0.00008114221,0.0001711209,0.00008763586,0.00003906353,0.003954896],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6207905,"threshold_uncertainty_score":0.9785887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006096159220777712,"score_gpt":0.2239579735409044,"score_spread":0.2178618143201266,"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."}}