{"id":"W7114934516","doi":"","title":"Publications and Services of Library Publishing Programs in the United States and Canada Dataset","year":2025,"lang":"en","type":"other","venue":"The Knowledge Bank (The Ohio State University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Directory; Electronic publishing; Information system; Information access","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":[0.0006880154,0.001065311,0.00121072,0.01201019,0.001987028,0.003272589,0.002387511,0.000800685,0.02881039],"category_scores_gemma":[0.007110752,0.0004766195,0.0008468861,0.03398593,0.0004505051,0.00102491,0.001779347,0.001406715,0.01924759],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0165142,"about_ca_system_score_gemma":0.03590357,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9672143,"about_ca_topic_score_gemma":0.9778945,"domain_scores_codex":[0.9976884,0.00008216658,0.0001723454,0.0002947368,0.001179759,0.0005827053],"domain_scores_gemma":[0.9918923,0.0005151979,0.0007858548,0.0004352811,0.005389583,0.0009817393],"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":[0.00006644597,0.00003061279,0.01859962,0.0003296626,0.00005258634,0.00004104884,0.0001178509,0.0003211032,0.00004669888,0.001119513,0.9746428,0.00463222],"study_design_scores_gemma":[0.0000743737,0.00001448121,0.1615899,0.0004756788,0.00006556874,0.00008370158,0.001097929,0.0008727101,0.0003972336,0.000515478,0.8347369,0.00007604801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001027044,0.00008020365,0.00001809909,0.00007357571,0.000008511355,0.000008881668,0.9972868,0.0000540627,0.001442843],"genre_scores_gemma":[0.003417137,0.0001829514,0.000116277,0.00005005926,0.000008088776,0.00003329985,0.9938722,0.00002707447,0.002293014],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9967274,"threshold_uncertainty_score":0.1198195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01766246537719184,"score_gpt":0.2090896597597634,"score_spread":0.1914271943825716,"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."}}