{"id":"W2298644420","doi":"10.18438/b83w6x","title":"Celebrating Collaboration: What I Have Learned as Production Editor","year":2016,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Computer science; Library science; World Wide Web; Data science; Economics","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":[0.01825355,0.001135681,0.001909922,0.002038826,0.004187514,0.01697698,0.003928484,0.01070035,0.01982834],"category_scores_gemma":[0.1463135,0.0005136901,0.0008119626,0.001665842,0.006181444,0.0115115,0.004822057,0.01816668,0.01037454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003344982,"about_ca_system_score_gemma":0.009343024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001286084,"about_ca_topic_score_gemma":0.00232925,"domain_scores_codex":[0.9878177,0.00382619,0.001319096,0.001750437,0.004232996,0.001053603],"domain_scores_gemma":[0.8298952,0.05659002,0.008333613,0.004513034,0.06471565,0.03595254],"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":[0.00003455744,0.00002134804,0.000141689,0.0004735324,0.000007727319,0.0001033912,0.0005118781,0.00001944735,0.00005435777,0.00123248,0.9679101,0.0294894],"study_design_scores_gemma":[0.00003039378,0.00006048342,0.0003624879,0.001961136,0.00002406181,0.0004254232,0.0022942,0.0001271005,0.0001595252,0.003545563,0.9909661,0.0000435755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.0001899412,0.0147964,0.0004879643,0.4069754,0.5753459,0.00002195129,0.00003073361,0.000059451,0.002092161],"genre_scores_gemma":[0.005644197,0.01973866,0.0009639838,0.2001988,0.7568212,0.00009335052,0.00004372473,0.0001550206,0.0163411],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01982834,"threshold_uncertainty_score":0.09653515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021282913080438,"score_gpt":0.3518932016015229,"score_spread":0.3316803724707185,"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."}}