{"id":"W4247480655","doi":"10.3138/jsp.35.3.129","title":"The Futures of Scholarly Publishing","year":2004,"lang":"en","type":"article","venue":"Journal of Scholarly Publishing","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Futures contract; Publishing; Library science; History; Business; Geography; Economics; Political science; Computer science; Financial economics; 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":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01902942,0.0007633697,0.0009240276,0.003121757,0.02037465,0.04321261,0.001960623,0.01348622,0.03457781],"category_scores_gemma":[0.02927492,0.000724106,0.0006009578,0.003577541,0.06884359,0.04449382,0.01156944,0.01385872,0.005945179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.010577,"about_ca_system_score_gemma":0.01869575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004007179,"about_ca_topic_score_gemma":0.00611647,"domain_scores_codex":[0.9856209,0.008441914,0.0003907421,0.00105741,0.003110588,0.001378376],"domain_scores_gemma":[0.9758479,0.009562301,0.001320431,0.003253193,0.004131605,0.005884523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007368712,0.00001074301,0.00007262047,0.00001674491,0.00000190906,0.00002154516,0.00301677,0.0000244623,0.00002175987,0.9800938,0.01257137,0.004140944],"study_design_scores_gemma":[0.0000101967,0.00001096126,0.0001474315,0.0001365583,0.000003583664,0.00004562832,0.006737174,0.00008452679,0.00005449414,0.6736532,0.3191047,0.00001153223],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006829455,0.02188158,0.003683115,0.2931074,0.004069027,0.00003122854,0.00007151019,0.00008961956,0.6702372],"genre_scores_gemma":[0.7410285,0.02088027,0.004720055,0.02516969,0.008460716,0.0001874899,0.000112366,0.0002808744,0.1991599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9567874,"threshold_uncertainty_score":0.1156743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04822615935739133,"score_gpt":0.2452873922877818,"score_spread":0.1970612329303905,"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."}}