{"id":"W4327882506","doi":"10.1353/mos.2021.0023","title":"Introduction","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":"Reading (process); Paragraph; Interpretation (philosophy); Nothing; Adventure; Art; Paratext; Art history; Literature; Philosophy; Computer science; Linguistics; Epistemology; World Wide Web","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":[0.00001831627,0.00003408463,0.00003696228,0.000009420453,0.00003419946,0.0003193157,0.0000882727,0.00001258079,0.00006118868],"category_scores_gemma":[0.00002747938,0.00002467272,0.0000201233,0.0001848406,0.000006790663,0.0007496672,0.00006954737,0.0000275582,0.0002087985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001113976,"about_ca_system_score_gemma":0.00001858739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000804912,"about_ca_topic_score_gemma":0.000005907497,"domain_scores_codex":[0.9996628,0.000007780404,0.00004628296,0.0001323781,0.0000685957,0.00008222207],"domain_scores_gemma":[0.9996973,0.00000518598,0.00001037192,0.0002011564,0.00004468607,0.00004131936],"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":[8.996763e-7,0.00006132123,0.00003428887,0.000004702759,0.000008498624,0.0001238822,0.0004501519,0.00005160028,0.02501499,0.4723277,0.4464043,0.05551761],"study_design_scores_gemma":[0.00006857877,0.00001689106,0.0008421929,0.000002016705,0.00000102786,0.0001469008,0.00001058863,0.0008521873,0.05436128,0.01247007,0.9311524,0.0000758675],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1526389,0.002220309,0.251585,0.1181167,0.005932114,0.0001707151,0.000006163808,0.001057943,0.4682721],"genre_scores_gemma":[0.9222043,0.00001853787,0.009995288,0.0025036,0.001021289,0.00000276573,0.00002503621,0.000005360888,0.06422386],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7695653,"threshold_uncertainty_score":0.3079168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09393376567136592,"score_gpt":0.2676890205311394,"score_spread":0.1737552548597734,"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."}}