{"id":"W7106211570","doi":"10.7488/ds/8043","title":"Ferrara – 2025 images","year":2025,"lang":"en","type":"other","venue":"University of Edinburgh","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Documentation; Adventure; China; Quarter (Canadian coin); Principal (computer security); Gloom; Citation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009543284,0.0002594622,0.0004641761,0.0009380346,0.00005770058,0.000007858918,0.0006639541,0.0003702961,0.2393743],"category_scores_gemma":[0.0000437523,0.0003377477,0.0002056297,0.0003805314,0.0003005956,0.00005786923,0.0002893143,0.0002401978,0.0003913396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058822,"about_ca_system_score_gemma":0.0003449447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003853996,"about_ca_topic_score_gemma":0.0002031534,"domain_scores_codex":[0.9989712,0.00002153418,0.00009242392,0.0003848737,0.0002861974,0.0002437875],"domain_scores_gemma":[0.9989942,0.00004807705,0.0002460231,0.0005296727,0.0000986189,0.00008340173],"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":[0.00003190198,0.00005531454,0.0002588253,0.00001927601,0.0002153211,0.00005486072,0.0000446285,0.00000192001,0.00009677396,0.0001578586,0.9985427,0.0005206384],"study_design_scores_gemma":[0.000545736,0.00001880719,0.00005689881,0.000436499,0.0002243965,5.763824e-7,0.0003139701,0.00000489688,0.00006532543,0.0001358084,0.9979379,0.0002591892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000009413692,0.0005173074,0.0002778273,0.000103253,0.0004906168,0.0002116586,0.0008904857,0.0003712434,0.9971282],"genre_scores_gemma":[0.0002512391,0.0002090189,0.001000412,0.00001778173,0.0001587778,5.21468e-8,0.00008544385,0.0001305904,0.9981467],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.238983,"threshold_uncertainty_score":0.9999074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01031987593126388,"score_gpt":0.2162099696967846,"score_spread":0.2058900937655208,"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."}}