{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.001062087,0.000289604,0.0003218309,0.0004568005,0.002884667,0.0321311,0.003652765,0.0002426091,0.004964544],"category_scores_gemma":[0.0001726613,0.0002517228,0.0000965137,0.0004943779,0.0004778977,0.03475462,0.000810886,0.001117174,0.0001434371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007054019,"about_ca_system_score_gemma":0.0008619463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005014347,"about_ca_topic_score_gemma":0.00507752,"domain_scores_codex":[0.9978409,0.0004406197,0.0002860049,0.0003443104,0.0004745059,0.0006137007],"domain_scores_gemma":[0.9974408,0.0001038209,0.0005022915,0.0005213768,0.001105071,0.0003265968],"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":[0.0004283365,0.0003031506,0.001703778,0.00002725136,0.0004756989,0.0001055511,0.09423827,0.00002008307,0.00036176,0.3283478,0.5721432,0.001845053],"study_design_scores_gemma":[0.003483096,0.0005802992,0.01259225,0.0003055935,0.0002072004,0.0001602222,0.2670091,0.0001599065,0.0002532113,0.002599342,0.711921,0.0007287912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6294713,0.00005148237,0.0001047539,0.01284623,0.0004710604,0.0003202534,0.00005228542,0.0001655856,0.356517],"genre_scores_gemma":[0.9237677,0.00001307573,0.0001718591,0.0009620048,0.0005955689,0.000005406847,0.0001579329,0.00003396805,0.07429242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3257485,"threshold_uncertainty_score":0.9999935,"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."}}