{"id":"W1984333626","doi":"10.1300/j123v53n04_03","title":"The Worst E-Serials Tracking of the Worst Serial Title Change of the Year Award Goes to …","year":2008,"lang":"en","type":"article","venue":"The Serials Librarian","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Computer science; Tracking (education); History; Arithmetic; Mathematics; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003012141,0.0001102631,0.0001621764,0.00003384078,0.0004101413,0.0002365274,0.001703295,0.00004852745,0.0001779373],"category_scores_gemma":[0.0001345745,0.00004743953,0.0001058784,0.000674908,0.0001360355,0.0005865371,0.0006328868,0.00006685687,0.00005904892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009650541,"about_ca_system_score_gemma":0.0001660911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002662844,"about_ca_topic_score_gemma":0.00001406811,"domain_scores_codex":[0.9989193,0.0001823208,0.0002807727,0.000150345,0.0002830185,0.0001842554],"domain_scores_gemma":[0.998941,0.0001958772,0.0001807775,0.0006153015,0.00002612004,0.0000409234],"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":[0.0008253297,0.0003084654,0.01229946,0.0001068087,0.0004385464,0.000007164974,0.05815583,0.000174021,0.02556858,0.3279391,0.5433598,0.03081688],"study_design_scores_gemma":[0.0004927898,0.00007957379,0.05927691,0.00010823,0.00001515456,0.000009255191,0.0002912612,0.00003732584,0.1694373,0.008382851,0.7615803,0.0002890533],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8135641,0.0002938889,0.0001550629,0.02798362,0.010206,0.001614772,0.00004146367,0.0001738595,0.1459672],"genre_scores_gemma":[0.9845722,0.00003610833,0.0003846453,0.0005888313,0.0008011069,0.00002365009,0.000001091635,0.00001746286,0.0135749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3195563,"threshold_uncertainty_score":0.3165175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04648040049106834,"score_gpt":0.2137077690536292,"score_spread":0.1672273685625609,"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."}}