{"id":"W4205506527","doi":"10.5206/elip.v4i1.13465","title":"Delivering Access","year":2021,"lang":"en","type":"article","venue":"Emerging Library & Information Perspectives","topic":"Library Science and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005642101,0.000304998,0.0002967177,0.000672739,0.005141913,0.00303303,0.0006635791,0.001619996,0.1033423],"category_scores_gemma":[0.02993661,0.0003330609,0.0002936199,0.001121195,0.001231778,0.003134775,0.005321707,0.003066242,0.03239182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003398012,"about_ca_system_score_gemma":0.00633301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01094867,"about_ca_topic_score_gemma":0.01432219,"domain_scores_codex":[0.9962755,0.001811477,0.0001697776,0.000320945,0.0007241021,0.0006981043],"domain_scores_gemma":[0.9892555,0.004991736,0.0003557281,0.0008005765,0.002053262,0.002543253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001386344,0.000267866,0.003039697,0.0004407115,0.000004694478,0.0014514,0.5306401,0.000147238,0.005474381,0.01890693,0.3543585,0.08512993],"study_design_scores_gemma":[0.00001576224,0.00009102604,0.003307543,0.0002607991,0.000003693819,0.0002819147,0.1420626,0.0001245539,0.0006295664,0.002952977,0.8502431,0.00002653631],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1490388,0.0008031383,0.03748118,0.05290779,0.003674678,0.005572902,0.01411254,0.001630743,0.7347783],"genre_scores_gemma":[0.3655618,0.001394752,0.01688324,0.01254246,0.0004845029,0.007457069,0.003830372,0.001174493,0.5906712],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.996967,"threshold_uncertainty_score":0.3457146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01136881980474694,"score_gpt":0.2368173814078207,"score_spread":0.2254485616030737,"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."}}