{"id":"W2052428354","doi":"10.1016/j.acalib.2012.09.019","title":"Thinking About Discovery Layers","year":2012,"lang":"en","type":"article","venue":"The Journal of Academic Librarianship","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.008111627,0.001088756,0.001073266,0.003685982,0.005444341,0.01849257,0.00352963,0.005200252,0.01578924],"category_scores_gemma":[0.02593019,0.00170519,0.001442494,0.002852769,0.02148547,0.06848491,0.009202046,0.00955967,0.003388207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003626276,"about_ca_system_score_gemma":0.002476977,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002936748,"about_ca_topic_score_gemma":0.002546705,"domain_scores_codex":[0.9943665,0.002224652,0.0003113599,0.0009721029,0.001482538,0.0006428183],"domain_scores_gemma":[0.9799688,0.01016709,0.0007982939,0.006060366,0.001915555,0.001089951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001264883,0.000005165103,0.0001228641,0.00002479666,0.000008123654,0.00002514886,0.000462171,0.0001862127,0.00008738634,0.9949511,0.001133639,0.002980698],"study_design_scores_gemma":[0.000005944084,0.000002954996,0.00003380856,0.00002328677,0.00001050565,0.00003203605,0.0001721543,0.001090914,0.0001982502,0.9896941,0.00872963,0.000006322588],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03426895,0.006638245,0.5968194,0.09503224,0.001594828,0.0001320082,0.0003939573,0.001522587,0.2635978],"genre_scores_gemma":[0.7368472,0.004619663,0.1858749,0.0105443,0.001984116,0.0003284053,0.0005371418,0.001106144,0.05815822],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9815074,"threshold_uncertainty_score":0.05282027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03534979991019609,"score_gpt":0.263129692214649,"score_spread":0.2277798923044529,"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."}}