{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004149528,0.0002868697,0.0005496054,0.0001089681,0.001856399,0.03023234,0.0008073942,0.0001276389,0.0002785614],"category_scores_gemma":[0.00667785,0.0001854396,0.0001202295,0.0003308816,0.0004977045,0.006305272,0.0002661163,0.0006772505,0.00003573094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130862,"about_ca_system_score_gemma":0.0003129645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002698655,"about_ca_topic_score_gemma":0.003954343,"domain_scores_codex":[0.9962661,0.001353673,0.0007803377,0.0004698887,0.0007647107,0.0003653067],"domain_scores_gemma":[0.9972699,0.0006318775,0.0007392906,0.0007256166,0.0004818566,0.0001514652],"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":[0.0001270125,0.0001801438,0.0003418334,0.001041907,0.00008398264,0.000006177501,0.0474943,0.000001282316,0.00008312955,0.6976932,0.2485644,0.00438258],"study_design_scores_gemma":[0.0006678685,0.00006526441,0.0001770167,0.001032748,0.000113445,0.000006857098,0.0006634116,0.0000448812,0.000001864578,0.0004412523,0.9965245,0.0002609328],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01661182,0.3990771,0.000393058,0.2827783,0.005639554,0.008196506,0.0002808677,0.0009949293,0.2860279],"genre_scores_gemma":[0.9442458,0.02255143,0.001740006,0.01381592,0.01063314,0.001755222,0.0004966378,0.0001274919,0.004634392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9276339,"threshold_uncertainty_score":0.9994431,"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."}}