{"id":"W2883657125","doi":"10.16995/dm.79","title":"DM Reviews – June 2018","year":2018,"lang":"en","type":"article","venue":"Digital Medievalist","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Palaeography; Outreach; Library science; Digital humanities; History; Classics; Art; Art history; Humanities; Media studies; Sociology; Computer science; 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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002258121,0.0002334819,0.0002954579,0.0000727819,0.0004043196,0.002316807,0.0003459098,0.00004057358,0.006149538],"category_scores_gemma":[0.0002361587,0.0001822313,0.0001632539,0.00004386653,0.001097372,0.001827435,0.0001051428,0.0001303967,0.007008106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003729073,"about_ca_system_score_gemma":0.00002164333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000028659,"about_ca_topic_score_gemma":0.0006786592,"domain_scores_codex":[0.9985856,0.00002078362,0.0004027226,0.0002889922,0.0003059845,0.0003959506],"domain_scores_gemma":[0.9991161,0.00005177207,0.0001125628,0.0003754052,0.0001795931,0.0001645755],"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":[0.00003382579,0.0001192061,0.00007383907,0.00005690153,0.00003002604,0.00001419676,0.009011245,1.414931e-8,0.000006924752,0.3142347,0.6413693,0.03504974],"study_design_scores_gemma":[0.0001697527,0.0001790759,0.0000200487,0.00008171173,0.00001261312,0.000006009481,0.001033982,0.000003578329,0.0000270483,0.008623293,0.9895835,0.0002594205],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00962267,0.0007997713,0.000007647411,0.0004223251,0.00348578,0.0002194266,0.0001992858,0.0001617763,0.9850813],"genre_scores_gemma":[0.6224478,0.00004343487,0.00001403417,0.001462924,0.004886709,0.00002132291,0.0001225301,0.0000376792,0.3709635],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6141177,"threshold_uncertainty_score":0.9987189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08253923795014995,"score_gpt":0.2679678937752778,"score_spread":0.1854286558251279,"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."}}