{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["scholarly_communication","open_science"],"category_scores_codex":[0.002616215,0.0009156196,0.001499672,0.002469037,0.002710044,0.256295,0.02742616,0.0006886094,0.005974312],"category_scores_gemma":[0.000268297,0.0007976156,0.000246969,0.004200167,0.0003683366,0.04452415,0.04563274,0.001314816,0.0006139757],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001515733,"about_ca_system_score_gemma":0.001228238,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09174015,"about_ca_topic_score_gemma":0.003487732,"domain_scores_codex":[0.9929687,0.0002875379,0.001099851,0.0021742,0.001585843,0.001883915],"domain_scores_gemma":[0.994816,0.0002195283,0.0007201043,0.002087881,0.001994567,0.0001618949],"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":[0.0007813308,0.0003082319,0.001451464,0.001583757,0.0005595378,0.0001330985,0.00003889278,0.00001836464,0.0001460107,0.001258734,0.9897068,0.004013746],"study_design_scores_gemma":[0.001511846,0.0000841565,0.000510444,0.0009704686,0.0002124242,0.000004307733,0.0002140891,0.002553162,0.001836975,0.00287802,0.9880648,0.001159352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009959657,0.0005852266,0.0001159286,0.007315927,0.0007575636,0.007061942,0.0001125016,0.0003480301,0.9827069],"genre_scores_gemma":[0.005271164,0.0002691815,0.001270581,0.004837821,0.005623955,0.001266627,0.003188431,0.001417547,0.9768547],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2117708,"threshold_uncertainty_score":0.9994475,"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."}}