{"id":"W4240963271","doi":"10.1080/03155986.2010.11828818","title":"Preface","year":2010,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003547408,0.0001072661,0.0001184382,0.0004814642,0.000470175,0.001333021,0.0001995786,0.0001326244,0.000373923],"category_scores_gemma":[0.0007641135,0.00008805118,0.00002260946,0.0004197189,0.0001817505,0.004498513,0.0001022015,0.0005818565,0.01855513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005373578,"about_ca_system_score_gemma":0.0002744971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003930303,"about_ca_topic_score_gemma":0.00004822664,"domain_scores_codex":[0.9975766,0.00007476227,0.0005255608,0.0001065121,0.001377551,0.0003390122],"domain_scores_gemma":[0.997531,0.0002126455,0.0000731507,0.0002565799,0.001727424,0.0001991942],"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":[0.00007642157,0.00002267506,0.004401758,0.0001216983,0.00002566075,6.146494e-7,0.002618712,0.0008680248,0.00574673,0.8423902,0.1412689,0.002458554],"study_design_scores_gemma":[0.0004708411,0.00004608358,0.007046434,0.00001734523,0.000001144665,0.0000481484,0.001005005,0.02220738,0.0004201156,0.0000590158,0.9685491,0.0001293606],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7122811,0.0000769236,0.0003723198,0.000608935,0.0007979606,0.001824428,0.0001894553,0.0003571574,0.2834917],"genre_scores_gemma":[0.9966889,0.000005824102,0.0003232152,0.00009651492,0.000202461,0.0002362164,0.0001304963,0.00002743983,0.002288936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8423312,"threshold_uncertainty_score":0.9997037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06506024049428466,"score_gpt":0.3844551418756116,"score_spread":0.3193949013813269,"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."}}