{"id":"W2058875542","doi":"10.3138/jsp.32.3.136","title":"Scholarly Communication at the Turn of the Millennium: A Bibliographic Essay","year":2001,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Newspaper; Negotiation; Public relations; Scholarly communication; Key (lock); Political science; Business; Publishing; Computer science; Advertising; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["scholarly_communication"],"domain":null,"study_design":"not_applicable","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication"],"domain":null,"study_design":"design_other","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005729538,0.0006964619,0.0006027987,0.008948957,0.01421316,0.02224013,0.001421571,0.009347744,0.005203665],"category_scores_gemma":[0.02864696,0.0005092201,0.0005604124,0.01355654,0.01412033,0.02084579,0.005829735,0.007980426,0.002150035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01089743,"about_ca_system_score_gemma":0.009144296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006772692,"about_ca_topic_score_gemma":0.006872768,"domain_scores_codex":[0.9945768,0.002135021,0.0003289001,0.0004586603,0.00173291,0.0007676897],"domain_scores_gemma":[0.9805167,0.01144366,0.001791213,0.0005545178,0.003914976,0.001778882],"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":[0.00009015849,0.00008829072,0.001244242,0.001204872,0.000034976,0.0005883435,0.03624298,0.0001655102,0.0001704575,0.2035901,0.6376669,0.1189131],"study_design_scores_gemma":[0.000007381167,0.00002021473,0.00134509,0.002453694,0.00001593495,0.0002779975,0.01703488,0.0000508558,0.00006123199,0.02041493,0.9583006,0.00001722538],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.003649245,0.2822405,0.0003157459,0.6314985,0.02210017,0.00001357727,0.00004636039,0.00002326294,0.0601127],"genre_scores_gemma":[0.1383039,0.6392117,0.001227486,0.0757011,0.1118691,0.0000901297,0.0001353751,0.0001089686,0.03335229],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9777599,"threshold_uncertainty_score":0.07906675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699836863358534,"score_gpt":0.2306492888826182,"score_spread":0.2036509202490329,"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."}}