{"id":"W7132283706","doi":"","title":"Preface - Digital Libraries : research and development - First International DELOS Conference","year":2007,"lang":"en","type":"other","venue":"ISTI Open Portal","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Digital library; Consolidation (business); Presentation (obstetrics); Documentation; State (computer science); Field (mathematics)","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":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003830791,0.0001749254,0.00017684,0.0003911677,0.0001893484,0.003228893,0.002164492,0.0001508544,0.002631676],"category_scores_gemma":[0.00005167916,0.0001540524,0.00001680633,0.0002222856,0.0002063539,0.001420649,0.002380387,0.0002998679,0.0005612181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003756259,"about_ca_system_score_gemma":0.000620678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009398008,"about_ca_topic_score_gemma":0.00009045174,"domain_scores_codex":[0.9981531,0.00001296337,0.0002952238,0.0003630721,0.0008433237,0.0003323404],"domain_scores_gemma":[0.9991486,0.00005396709,0.0001219255,0.0003157404,0.0001895836,0.0001701963],"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":[0.00003848647,0.0001742547,0.002750594,0.00007523884,0.00008646982,0.000288531,0.001716022,3.623584e-7,0.000001236572,0.1815345,0.7401307,0.07320359],"study_design_scores_gemma":[0.0002176882,0.00004496326,0.001133059,0.0001084676,8.984592e-7,0.00002531573,0.00007818762,0.0001088605,0.00006333402,0.0002692397,0.9977294,0.0002206244],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001403609,0.00006235431,0.0227872,0.0002649828,0.0003471446,0.0005470972,0.0000855879,0.0001070321,0.9756582],"genre_scores_gemma":[0.01285543,0.00003248906,0.02182229,0.00007553091,0.000104773,0.00004069095,0.0002925191,0.00006143911,0.9647148],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2575986,"threshold_uncertainty_score":0.99828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1432465134159437,"score_gpt":0.369358324784035,"score_spread":0.2261118113680914,"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."}}