{"id":"W2724724046","doi":"10.3138/flor.32.003","title":"Philology in Ruins","year":2015,"lang":"en","type":"article","venue":"Florilegium","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philology; Art; Humanities; Art history; Vision; Philosophy; Sociology; Theology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003754559,0.000232808,0.0002472022,0.001653623,0.008071515,0.01027318,0.0005693875,0.001534686,0.01038348],"category_scores_gemma":[0.009369676,0.0001523938,0.0001344991,0.001264442,0.0176345,0.005412462,0.004878116,0.001777,0.0009621823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003953289,"about_ca_system_score_gemma":0.00136273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002250217,"about_ca_topic_score_gemma":0.003650641,"domain_scores_codex":[0.9968551,0.002305201,0.00005958342,0.0002996164,0.0002500037,0.0002304256],"domain_scores_gemma":[0.9958122,0.002784248,0.000261001,0.0006779986,0.0002251171,0.0002393821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009708734,0.00003331304,0.002075998,0.0001833623,0.000008329453,0.0006379151,0.1866418,0.000258566,0.0004657409,0.7242255,0.0188853,0.06648708],"study_design_scores_gemma":[0.00001130441,0.00005277844,0.003175339,0.0007185779,0.000007769986,0.0004377722,0.09327212,0.0001440638,0.0005785403,0.05137952,0.8502083,0.00001402601],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2544738,0.02756647,0.005001776,0.04666097,0.002180898,0.00004169127,0.0001010184,0.0002085691,0.6637647],"genre_scores_gemma":[0.9571363,0.003009471,0.0007910306,0.001481278,0.0004470485,0.00002220584,0.00002325114,0.00009062623,0.03699869],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01038348,"threshold_uncertainty_score":0.03473622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455739047634513,"score_gpt":0.2487335096939224,"score_spread":0.1031596049304711,"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."}}