{"id":"W4407177348","doi":"10.5209/eiko.100740","title":"From Heroic Science to Visual Studies: Pathways of Heraldry among Concepts, Images, and Contexts","year":2025,"lang":"en","type":"article","venue":"Eikon / Imago","topic":"Australian History and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação para a Ciência e a Tecnologia; Federation for the Humanities and Social Sciences","keywords":"Heraldry; Geography; History; Genealogy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0008312888,0.0001160857,0.0002651256,0.00006358666,0.0007055948,0.00006269728,0.0002991893,0.00007028118,0.00009223756],"category_scores_gemma":[0.000513177,0.0001155252,0.0000600449,0.000540481,0.003486096,0.0003960317,0.0001228772,0.0001284781,0.00001419774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002405595,"about_ca_system_score_gemma":0.000340411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003215281,"about_ca_topic_score_gemma":0.0004288965,"domain_scores_codex":[0.9986062,0.000132809,0.0002315994,0.0003592497,0.0003524388,0.0003176851],"domain_scores_gemma":[0.9991695,0.0001988844,0.00008755974,0.0001636033,0.0002229341,0.0001575254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009846321,0.0002916658,0.1658266,0.0001245354,0.0002166417,0.0000353298,0.5449028,0.000008458474,0.0638331,0.05488493,0.1502205,0.01955701],"study_design_scores_gemma":[0.002462859,0.0004035442,0.3581923,0.0008088115,0.0001406054,5.909754e-7,0.4722212,0.0000245011,0.03450898,0.01363229,0.1164218,0.001182555],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883698,0.001408113,0.00006123907,0.0006274561,0.0006077967,0.0002628778,0.00002727302,0.0000543844,0.008581012],"genre_scores_gemma":[0.9926674,0.0001417712,0.0003512548,0.0004465874,0.0001155647,0.00001199074,0.000001370302,0.000005222887,0.006258821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1923657,"threshold_uncertainty_score":0.9992259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03078324683638199,"score_gpt":0.3840054402159655,"score_spread":0.3532221933795835,"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."}}