{"id":"W6893085736","doi":"10.5281/zenodo.14591488","title":"Proceedings RECH7","year":2025,"lang":"en","type":"other","venue":"Repositório da Universidade de Lisboa (University of Lisbon)","topic":"Cultural Heritage Materials Analysis","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Event (particle physics); Perspective (graphical); The arts; Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001230603,0.0008339543,0.0004145734,0.00167341,0.002215257,0.006148783,0.001170804,0.001629884,0.5466801],"category_scores_gemma":[0.001865235,0.0002006637,0.0005128713,0.001514183,0.0007483584,0.001777872,0.003381605,0.00136804,0.2836001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002500666,"about_ca_system_score_gemma":0.002239022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005986558,"about_ca_topic_score_gemma":0.01374615,"domain_scores_codex":[0.9989583,0.0001698504,0.00003903003,0.0001555295,0.0005387968,0.000138408],"domain_scores_gemma":[0.9989072,0.00014075,0.00003573965,0.0001499845,0.0004298129,0.0003365301],"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":[0.0001823182,0.00008147617,0.0003157731,0.0002445681,0.000009559405,0.0002507712,0.0002341623,0.0002429438,0.001241737,0.0143693,0.8932515,0.08957596],"study_design_scores_gemma":[0.000002492117,0.000005122571,0.0001665387,0.00002970698,9.549475e-7,0.00003501132,0.00008594384,0.00002664946,0.0001397811,0.0004790022,0.9990269,0.000001913436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001686058,0.002780585,0.00136115,0.003121675,0.007899273,0.0001104505,0.002900199,0.0006022751,0.9795383],"genre_scores_gemma":[0.00356766,0.0007165034,0.0004906881,0.0002620692,0.000377779,0.00003840533,0.001730984,0.0002984351,0.9925175],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4533199,"threshold_uncertainty_score":0.6466058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01518025105035423,"score_gpt":0.185932873497358,"score_spread":0.1707526224470038,"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."}}