{"id":"W1964745290","doi":"10.1353/vpr.2007.0010","title":"Collaboration and the Periodical Press: Assigning a Group Project to Uncover Victorian Publishing Practices","year":2006,"lang":"en","type":"article","venue":"Victorian periodicals review","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Graduate students; Sociology; Library science; Composition (language); Media studies; Management; History; Political science; Law; Pedagogy; Art; Computer science; Literature","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0319211,0.0003052267,0.0005036065,0.006015422,0.02021819,0.01393275,0.002125133,0.002043121,0.005579693],"category_scores_gemma":[0.07737319,0.0008950623,0.0003078593,0.008953906,0.01696337,0.0111496,0.0142325,0.00521814,0.001007432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01110921,"about_ca_system_score_gemma":0.02105108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02007065,"about_ca_topic_score_gemma":0.03709433,"domain_scores_codex":[0.965884,0.02418164,0.0009842173,0.001669327,0.005290013,0.001990835],"domain_scores_gemma":[0.9234324,0.04478413,0.005670413,0.009017915,0.008322657,0.008772538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000294576,0.00008614073,0.005984181,0.0001057582,0.000005298518,0.0002706779,0.9108156,0.00005165091,0.0003401448,0.02338596,0.00498363,0.05394157],"study_design_scores_gemma":[0.0000133235,0.00007385073,0.01017115,0.0004166459,0.000008582433,0.0002055594,0.8589072,0.000510578,0.0004418863,0.01604088,0.1131856,0.00002485079],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8001903,0.001973729,0.01796982,0.02569842,0.0004757835,0.0006143874,0.000214785,0.0002141734,0.1526486],"genre_scores_gemma":[0.9603792,0.000997465,0.01355968,0.001146823,0.00006526221,0.0007256221,0.0001256801,0.0001926299,0.02280775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9860672,"threshold_uncertainty_score":0.1688169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04054124639783891,"score_gpt":0.2944737866528659,"score_spread":0.253932540255027,"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."}}