{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001199624,0.0009071455,0.0005882594,0.003406246,0.002399857,0.002732096,0.001148704,0.0008063756,0.5282333],"category_scores_gemma":[0.01134281,0.0002593426,0.0004603461,0.002114824,0.0004481556,0.00188469,0.00176888,0.002152025,0.3717636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001611618,"about_ca_system_score_gemma":0.002153027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005396617,"about_ca_topic_score_gemma":0.007117162,"domain_scores_codex":[0.999378,0.00008873032,0.00003926267,0.0001026437,0.0003337692,0.00005753455],"domain_scores_gemma":[0.9946066,0.0008021609,0.0001724022,0.0004478115,0.00328381,0.00068723],"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":[0.00002088204,0.00001436015,0.00007219982,0.00005977817,0.000001051599,0.00002443135,0.00003292417,0.00003601702,0.00007015415,0.002137993,0.9665074,0.03102271],"study_design_scores_gemma":[0.000003489249,0.000009604358,0.0002481344,0.00008905374,0.000001373218,0.00002758919,0.00005600813,0.00002116499,0.000075749,0.001948706,0.9975156,0.000003502361],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001507745,0.009379893,0.007467216,0.02474721,0.1888841,0.0008285288,0.02174109,0.001888565,0.7435556],"genre_scores_gemma":[0.003969206,0.003408563,0.002330837,0.004370713,0.01558739,0.0003028717,0.01059134,0.0006720919,0.958767],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4717667,"threshold_uncertainty_score":0,"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."}}