{"id":"W2885223282","doi":"10.16995/dm.78","title":"On Not Writing a Review about Mirador: Mirador, IIIF, and the Epistemological Gains of Distributed Digital Scholarly Resources","year":2018,"lang":"en","type":"review","venue":"Digital Medievalist","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Context (archaeology); Simple (philosophy); Computer science; Realm; Epistemology; Philosophy; History; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.00125089,0.001017787,0.003192809,0.0001828072,0.0006956334,0.008611344,0.001271944,0.0002851282,0.0003051338],"category_scores_gemma":[0.003710312,0.0005861074,0.001338896,0.0001635614,0.004549904,0.002303145,0.0005573271,0.001080598,0.0002022412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001134889,"about_ca_system_score_gemma":0.0001050471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002266399,"about_ca_topic_score_gemma":0.00002566377,"domain_scores_codex":[0.994863,0.0003053006,0.002102277,0.0008919915,0.001116244,0.0007211468],"domain_scores_gemma":[0.994576,0.002482598,0.001247666,0.000929923,0.0004794707,0.0002843623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002396351,0.0003617732,0.000006353266,0.05421103,0.0006413951,0.0001203832,0.002265768,1.814841e-8,9.68923e-9,0.3659467,0.01794602,0.5582609],"study_design_scores_gemma":[0.0005702002,0.0003568862,0.000003257063,0.0643177,0.0004945228,0.00007921484,0.0005037521,8.284978e-7,5.75109e-8,0.002484273,0.9305522,0.0006371313],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002494199,0.8026594,9.889629e-7,0.0002445027,0.0003590634,0.001234416,0.008770487,0.0001125428,0.1863692],"genre_scores_gemma":[0.009208262,0.9780786,0.000002820675,0.001020415,0.001232445,0.0001573193,0.002069063,0.0001272248,0.008103858],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9126061,"threshold_uncertainty_score":0.9996591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1169769621805891,"score_gpt":0.3132941463982479,"score_spread":0.1963171842176589,"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."}}