{"id":"W1566816009","doi":"","title":"Evolving Landscape of Scholarly Communications in BC:The Liaison Librarian Perspective on Scholarly Communication","year":2008,"lang":"en","type":"article","venue":"Hispana","topic":"Library Collection Development and Digital Resources","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarly communication; Perspective (graphical); Library science; Work (physics); Sociology; Scientific communication; Public relations; Political science; Media studies; Engineering; Publishing; Computer science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0002906891,0.0001084417,0.0001380921,0.0003484112,0.0004999812,0.0009753397,0.002430187,0.00006357215,0.00002842734],"category_scores_gemma":[0.0003472381,0.00008891519,0.00005422157,0.001395962,0.0001265904,0.01031406,0.0006177936,0.0004110906,0.00004824514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013294,"about_ca_system_score_gemma":0.0002386038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002453153,"about_ca_topic_score_gemma":0.00008102502,"domain_scores_codex":[0.9988217,0.0002172566,0.000273527,0.0002131,0.0003132858,0.0001610855],"domain_scores_gemma":[0.9978462,0.0003748442,0.0001401591,0.00140434,0.0001759121,0.00005850317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005267203,0.0005226504,0.2022117,0.00001067238,0.00005428207,0.000008082126,0.03104437,0.00009184916,0.0001483707,0.7381371,0.02231762,0.005400679],"study_design_scores_gemma":[0.001412141,0.000256135,0.8852937,0.0002063554,0.00000742974,0.00002359291,0.002898898,0.01762209,0.001018183,0.01576857,0.07500469,0.0004882677],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3397677,0.00634825,0.002352342,0.03297321,0.0001701489,0.000589083,0.000004627208,0.0003240793,0.6174706],"genre_scores_gemma":[0.9891092,0.0003024971,0.00773927,0.0004421751,0.00001318522,0.00002194416,0.000004898113,0.000008572651,0.00235832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7223685,"threshold_uncertainty_score":0.9405223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235329329317441,"score_gpt":0.2521648576879953,"score_spread":0.2098115643948209,"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."}}