{"id":"W45140703","doi":"","title":"ResearchScope - A Federated Search Service for Irish Open Access Research","year":2009,"lang":"en","type":"other","venue":"SETU Waterford Libraries - Open Access Repository","topic":"Optics and Image Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"World Wide Web; Irish; Computer science; Service (business); Cloud computing; Library science; Business","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","open_science"],"consensus_categories":[],"category_scores_codex":[0.0102338,0.00111925,0.001800363,0.01458882,0.001968362,0.009895298,0.003736952,0.002218483,0.21136],"category_scores_gemma":[0.03087116,0.00106993,0.001622659,0.01862328,0.001164139,0.0116988,0.009495333,0.002322082,0.2672953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005969381,"about_ca_system_score_gemma":0.01304075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02267358,"about_ca_topic_score_gemma":0.02808843,"domain_scores_codex":[0.9931111,0.001151643,0.0007455389,0.0006958225,0.003253239,0.001042696],"domain_scores_gemma":[0.9768791,0.004349058,0.00180108,0.005812675,0.005535459,0.00562271],"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":[0.0001999803,0.0000379092,0.0005874878,0.0004210872,0.00002054809,0.0001259587,0.000307353,0.0001121392,0.0009457793,0.007968158,0.9036766,0.08559697],"study_design_scores_gemma":[0.00004586123,0.00001824681,0.0008969805,0.000104411,0.000006319909,0.00009119613,0.0002701475,0.0004438504,0.0007932556,0.002231359,0.995034,0.00006445556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.003946188,0.002414201,0.05329413,0.006808629,0.001673652,0.001686346,0.2029346,0.2073126,0.5199296],"genre_scores_gemma":[0.02027875,0.002371189,0.09236823,0.002921409,0.0009313235,0.001701976,0.3620784,0.06254282,0.454806],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.996263,"threshold_uncertainty_score":0.7070696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2231147137196988,"score_gpt":0.4521044552065426,"score_spread":0.2289897414868437,"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."}}