{"id":"W147792838","doi":"","title":"Pitch to proof: Editorial workflow at NUVO magazine","year":2013,"lang":"en","type":"article","venue":"Summit (Simon Fraser University)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Workflow; Business; Database","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001628801,0.0001599622,0.00015798,0.0002832393,0.0006351687,0.0007372437,0.0007823987,0.0001048364,0.002985304],"category_scores_gemma":[0.00007761728,0.0001635884,0.00008178831,0.0002009876,0.00009135037,0.002007094,0.0003408705,0.0003219628,0.002539237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002183215,"about_ca_system_score_gemma":0.00004586776,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007116321,"about_ca_topic_score_gemma":0.06785864,"domain_scores_codex":[0.9988998,0.0001028169,0.0001400485,0.0002681642,0.0002902829,0.0002989386],"domain_scores_gemma":[0.9987403,0.00007483977,0.00006919198,0.0005510016,0.0003614423,0.000203244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000431895,0.00006959638,0.01405688,0.000006282988,0.0000238147,0.000004917014,0.0005182166,0.00001051687,0.00001388726,0.007718539,0.9754561,0.002078089],"study_design_scores_gemma":[0.0004365733,0.00006943198,0.0003582238,0.0000216673,0.00002012406,1.68428e-9,0.003920674,0.00002771951,0.00007758557,0.0005589178,0.9942896,0.0002194486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5692551,0.00007904988,0.00008288609,0.006059601,0.01922806,0.0007223587,0.00005820289,0.0004019479,0.4041128],"genre_scores_gemma":[0.8120618,0.00001201294,0.0002097674,0.0003610277,0.01091407,0.000005619207,0.00009557403,0.00002689848,0.1763132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2428068,"threshold_uncertainty_score":0.9982374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737508583434345,"score_gpt":0.1971937765402663,"score_spread":0.1798186907059229,"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."}}