{"id":"W3006158401","doi":"","title":"Library: Education - Research Approaches and Materials: Citation mining","year":2011,"lang":"en","type":"article","venue":"","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citation; Citation analysis; Data science; Computer science; Library science; Information retrieval","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":["bibliometrics","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007854042,0.001482738,0.001911586,0.03327043,0.003357351,0.01240634,0.002794751,0.001495776,0.1285816],"category_scores_gemma":[0.04412347,0.001489742,0.002022683,0.05064522,0.0009452106,0.007889162,0.003036036,0.002089775,0.08735516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749257,"about_ca_system_score_gemma":0.008573201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0106057,"about_ca_topic_score_gemma":0.0246797,"domain_scores_codex":[0.9932032,0.001416885,0.001569679,0.0004721431,0.003130297,0.0002077219],"domain_scores_gemma":[0.9640057,0.01746821,0.001800145,0.004995565,0.01013441,0.001595905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006902567,0.0002277744,0.002496302,0.002722206,0.00009048807,0.00006906089,0.000593367,0.0003585517,0.002792031,0.006663556,0.3785666,0.6053511],"study_design_scores_gemma":[0.0000724213,0.0000859393,0.01407643,0.001668863,0.00018652,0.0004040168,0.001443445,0.002109519,0.009120068,0.01993033,0.950701,0.0002014341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01210004,0.01483328,0.3446563,0.02050246,0.003161777,0.005800617,0.2826093,0.09701342,0.2193229],"genre_scores_gemma":[0.02427249,0.01439467,0.7047169,0.001245298,0.002220946,0.003066478,0.09646741,0.01593771,0.1376782],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9875937,"threshold_uncertainty_score":0.4301484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4514216056046444,"score_gpt":0.3129084234533806,"score_spread":0.1385131821512638,"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."}}