{"id":"W4248583112","doi":"10.1080/00987913.2013.10766395","title":"Serials Spoken Here","year":2013,"lang":"en","type":"article","venue":"Serials Review","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Library science; Collection development; Column (typography); Political science; Association (psychology); Sociology; Computer science; History; Psychology; Telecommunications","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002811253,0.0001452634,0.0003486359,0.00004514044,0.00008381077,0.0004792101,0.0006345542,0.00003858074,0.002306852],"category_scores_gemma":[0.0001424585,0.000109047,0.00008727121,0.000540351,0.00001604943,0.002099713,0.0002557161,0.00003781157,0.003846262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000154453,"about_ca_system_score_gemma":0.0001017062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001305116,"about_ca_topic_score_gemma":6.647946e-7,"domain_scores_codex":[0.998777,0.0001102119,0.0003977227,0.0002802387,0.0002091181,0.000225678],"domain_scores_gemma":[0.9992172,0.00006316051,0.0001263635,0.0004057973,0.00006496694,0.0001224697],"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":[0.000003671505,0.00005889986,0.0003104525,0.001427119,0.00005036941,0.000009360277,0.0001092414,0.000001427424,0.001335278,0.02361616,0.6636471,0.309431],"study_design_scores_gemma":[0.0001184262,0.0000280218,0.0006643527,0.0006233666,0.000004574869,0.00001188428,0.000003476562,0.00001290512,0.001812717,0.003739812,0.9927675,0.0002130096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.04052739,0.2703528,0.006919538,0.04194752,0.005261906,0.00631024,0.000009837619,0.00219117,0.6264796],"genre_scores_gemma":[0.11163,0.3746706,0.1542554,0.1108331,0.003480985,0.002506482,0.00009863672,0.0002067994,0.2423179],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3841617,"threshold_uncertainty_score":0.9986052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01482284356326749,"score_gpt":0.222123217746223,"score_spread":0.2073003741829555,"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."}}