{"id":"W2170803919","doi":"","title":"Challenges in the Selection, Design and Implementation of an Online Submission and Peer Review System for STM Journals","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Software Engineering and Design Patterns","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; World Wide Web; Workflow; Vendor; Publishing; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004924348,0.00003596274,0.00007940366,0.00003902904,0.00007843433,0.00001403985,0.00004374429,0.00002595754,0.00000734047],"category_scores_gemma":[0.0001642817,0.00002595455,0.000009426059,0.00008266564,0.00001263913,0.00006875957,0.000002782243,0.00003715609,5.821915e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001922217,"about_ca_system_score_gemma":0.0000235575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007304687,"about_ca_topic_score_gemma":0.0004835095,"domain_scores_codex":[0.9993564,0.0001361342,0.0001385378,0.00007185412,0.0002021005,0.00009499249],"domain_scores_gemma":[0.9994915,0.0002723797,0.00004996568,0.00003627336,0.0001152912,0.00003462232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004538695,0.00009093453,0.01529931,0.001798297,0.0000223286,0.000003685216,0.03406054,0.00002621562,0.003885783,0.004382792,0.002586263,0.9377984],"study_design_scores_gemma":[0.003083983,0.001529406,0.7873049,0.005593024,0.0002201062,0.0001153368,0.1472789,0.001346512,0.006171556,0.006634394,0.04001617,0.0007057429],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6640425,0.02923899,0.2866095,0.0157883,0.0002660104,0.003047851,0.00001894538,0.0001370338,0.0008508224],"genre_scores_gemma":[0.9900792,0.004387626,0.005361629,0.00004809036,0.00008721193,0.00001178966,0.00000196913,0.000003938313,0.00001859909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9370927,"threshold_uncertainty_score":0.170669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1707524467998338,"score_gpt":0.4171904727738057,"score_spread":0.2464380259739718,"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."}}