{"id":"W1586777774","doi":"10.29173/lirg266","title":"Future proofing the health library and information profession through research: the CILIP Agenda.","year":2013,"lang":"en","type":"article","venue":"Library and Information Research","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Work (physics); Public relations; Relation (database); Health professionals; Advisory committee; Political science; Medical education; Engineering ethics; Library science; Health care; Medicine; Engineering; Public administration; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006439036,0.0001579275,0.0001821171,0.0005423907,0.009376025,0.000950623,0.0007000246,0.0002355309,0.001490541],"category_scores_gemma":[0.0005802052,0.00008104968,0.00002749521,0.002392667,0.0006663268,0.08872676,0.001042169,0.003158055,0.0009019873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004196451,"about_ca_system_score_gemma":0.002602096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001835211,"about_ca_topic_score_gemma":0.00000226613,"domain_scores_codex":[0.991609,0.004310714,0.0009441877,0.0002084236,0.001437803,0.00148982],"domain_scores_gemma":[0.9959512,0.002538171,0.0002418785,0.0005480799,0.0002567728,0.0004639121],"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":[0.0001022992,0.00001956478,0.004979984,0.001211952,0.000005663298,1.471948e-7,0.06297475,0.00000126848,0.000005005379,0.1187576,0.742889,0.0690527],"study_design_scores_gemma":[0.0002725878,0.000207037,0.06547988,0.0001948154,4.865483e-7,0.000002485289,0.09160403,0.001488736,0.00002260442,0.004427675,0.8362187,0.00008092722],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1591675,0.001253722,0.0000445809,0.7201752,0.0008420487,0.007518546,0.00004413672,0.0001718574,0.1107824],"genre_scores_gemma":[0.7255205,0.07124086,0.00241224,0.1557996,0.00552825,0.008216227,0.001492385,0.00007773212,0.0297122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.566353,"threshold_uncertainty_score":0.9998759,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.228381386406831,"score_gpt":0.5013047937530319,"score_spread":0.2729234073462009,"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."}}