{"id":"W1940695481","doi":"10.1353/vpr.2015.0047","title":"Genre: “Distant Reading” and the Goals of Periodicals Research","year":2015,"lang":"en","type":"article","venue":"Victorian periodicals review","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Newspaper; Reading (process); Complement (music); Tacit knowledge; Genre analysis; Linguistics; History; Sociology; Literature; Computer science; Media studies; Art; Knowledge management; Philosophy","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":[0.04739445,0.0004483427,0.001156489,0.01010939,0.00774536,0.01924708,0.002189006,0.003110413,0.004877188],"category_scores_gemma":[0.07916492,0.0005667779,0.0005686453,0.009158054,0.03620628,0.02118896,0.007039133,0.005544075,0.0009539134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01329087,"about_ca_system_score_gemma":0.01451246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01322308,"about_ca_topic_score_gemma":0.02040293,"domain_scores_codex":[0.9578091,0.03004111,0.001746522,0.002730316,0.006584626,0.001088327],"domain_scores_gemma":[0.9073772,0.06730391,0.00545978,0.006515783,0.009673636,0.003669612],"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":[0.00006932883,0.00003587305,0.002604005,0.002558962,0.00004366989,0.0002483073,0.1259848,0.00007891918,0.0004622445,0.7441902,0.01247702,0.1112468],"study_design_scores_gemma":[0.00003233807,0.0000769109,0.01078839,0.0130257,0.00006611117,0.000524316,0.0998291,0.000262693,0.0005791674,0.4092621,0.4655,0.00005315689],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07398538,0.3076763,0.02147812,0.1885631,0.0070921,0.0003101181,0.0002023813,0.00009773032,0.4005948],"genre_scores_gemma":[0.8554841,0.07360619,0.01047015,0.0201217,0.005302716,0.0004366246,0.0001530703,0.0002341436,0.03419122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04739445,"threshold_uncertainty_score":0.2506489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1467156711504793,"score_gpt":0.4407792422224093,"score_spread":0.29406357107193,"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."}}