{"id":"W6899310045","doi":"10.58079/sh0t","title":"As Universities Unbundle Journal Subscription Deals with Dramatic Savings, Large Publishers Celebrate Open Access","year":2018,"lang":"en","type":"article","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Work (physics); Government (linguistics); Key (lock)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01299781,0.0008153947,0.0007514496,0.005208629,0.008621202,0.0306049,0.002317167,0.005268444,0.1087474],"category_scores_gemma":[0.06923921,0.0007408024,0.0009420139,0.008258504,0.004167516,0.01951834,0.005781115,0.008254908,0.057956],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01262761,"about_ca_system_score_gemma":0.02094615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04379908,"about_ca_topic_score_gemma":0.07751443,"domain_scores_codex":[0.9797559,0.001371264,0.0006772058,0.001132704,0.01466615,0.002396788],"domain_scores_gemma":[0.8546256,0.02246249,0.009817308,0.01076051,0.05313459,0.04919949],"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":[0.00006108256,0.0000692391,0.001680336,0.0001291968,0.00002008274,0.00008722944,0.0006879318,0.00005290128,0.001605814,0.02515487,0.9033602,0.06709117],"study_design_scores_gemma":[0.00001187957,0.00002881937,0.003320102,0.00002558083,0.000007231385,0.00008276245,0.0006681748,0.0000682238,0.0004826426,0.001658484,0.9936177,0.00002842196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02325424,0.009570651,0.008558728,0.415846,0.05574082,0.0004732428,0.007163173,0.01548362,0.4639095],"genre_scores_gemma":[0.1162623,0.009228069,0.01353914,0.1119309,0.03131406,0.000181597,0.005530316,0.003621489,0.7083921],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9693951,"threshold_uncertainty_score":0.3637963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07159316071850134,"score_gpt":0.2970768411181836,"score_spread":0.2254836803996822,"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."}}