{"id":"W4327882450","doi":"10.1353/mos.2021.0027","title":"Q&A","year":2021,"lang":"en","type":"article","venue":"Mosaic","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Period (music); Art; Series (stratigraphy); Art history; Visual arts; Aesthetics; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.00001785531,0.00004402526,0.00004846393,0.000009522281,0.00003844481,0.0004154287,0.0001503993,0.00001606681,0.00005461516],"category_scores_gemma":[0.00002784328,0.00003104808,0.00003016722,0.0001897061,0.000008475778,0.0006052352,0.0001207904,0.00003124752,0.0004359465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009342143,"about_ca_system_score_gemma":0.00002887727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001687682,"about_ca_topic_score_gemma":0.00002913605,"domain_scores_codex":[0.9996055,0.000008279094,0.00005409114,0.0001304086,0.00008728389,0.00011448],"domain_scores_gemma":[0.9996104,0.00001235371,0.0000111633,0.0002545397,0.00004252065,0.00006897791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001278402,0.0001303137,0.0002043771,0.00001052672,0.00001911953,0.0004248283,0.001396321,0.00004055368,0.0260518,0.6296804,0.2765527,0.06548776],"study_design_scores_gemma":[0.00008918616,0.00001025406,0.001159175,0.000005733209,0.000001047369,0.0001236056,0.000006477132,0.0002998701,0.01364415,0.01959403,0.9649644,0.0001021035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.118557,0.001705736,0.1268672,0.00849508,0.00112653,0.00007998965,0.000006873323,0.0005055931,0.742656],"genre_scores_gemma":[0.9034255,0.00001572976,0.01606208,0.004175137,0.0001016256,0.00000237907,0.00002010907,0.000005387206,0.07619204],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7848685,"threshold_uncertainty_score":0.5603355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2348391375791029,"score_gpt":0.3087887863474243,"score_spread":0.07394964876832139,"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."}}