{"id":"W2527848158","doi":"","title":"Books: A rare and beautiful sight","year":2012,"lang":"en","type":"article","venue":"BCLA Browser: Linking the Library Landscape","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan College","funders":"","keywords":"Sight; Computer science; Astronomy; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0005130603,0.0001427463,0.000137115,0.00006305983,0.001074434,0.0005658994,0.0005066589,0.000122315,0.0006660541],"category_scores_gemma":[0.00004047877,0.00009606453,0.0000621506,0.0003629944,0.0002601135,0.004964376,0.0001424354,0.0001930557,0.00007836641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005359989,"about_ca_system_score_gemma":0.0001933691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002809207,"about_ca_topic_score_gemma":0.00002157518,"domain_scores_codex":[0.9984549,0.0002515036,0.0001964526,0.0002220974,0.0003517731,0.0005232323],"domain_scores_gemma":[0.9991432,0.0002573891,0.00009562317,0.0002506922,0.0000101807,0.0002428624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005639343,0.0001070208,0.6512325,0.00003645239,0.00003364868,0.00001089255,0.04230263,0.000002879161,0.0003085218,0.2574537,0.03393291,0.01452247],"study_design_scores_gemma":[0.0002457933,0.00003764036,0.03917245,0.00005915767,0.00002031648,0.0000100469,0.003661271,0.00008721834,0.0006417937,0.01127894,0.9445021,0.000283338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6462575,0.003579855,0.00002382801,0.02773171,0.000932738,0.000419587,0.0000130183,0.0004792566,0.3205625],"genre_scores_gemma":[0.9851838,0.0002918502,0.0004595784,0.002085628,0.002633242,0.00001305873,0.00003133122,0.00001925225,0.009282217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9105691,"threshold_uncertainty_score":0.8263789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02083630401014756,"score_gpt":0.2529372039282611,"score_spread":0.2321008999181136,"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."}}