{"id":"W2221216845","doi":"","title":"The Living Library at UBC: A richer form of learning","year":2010,"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":"","funders":"","keywords":"Bachelor; The arts; Library science; Queer; Politics; Sociology; Art history; Gender studies; Political science; Media studies; History; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009250756,0.0001725508,0.0001737827,0.00006771414,0.002603026,0.0007879968,0.001432335,0.0001867771,0.001381219],"category_scores_gemma":[0.0002266465,0.0001005644,0.0001527365,0.0007182659,0.0004895182,0.004277011,0.0004549129,0.0006153016,0.00006955278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004923233,"about_ca_system_score_gemma":0.0004252539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002648053,"about_ca_topic_score_gemma":0.0001606233,"domain_scores_codex":[0.9979437,0.0003500667,0.0003668201,0.0002903215,0.0005258772,0.0005231962],"domain_scores_gemma":[0.9974738,0.001637644,0.0002948668,0.0004294312,0.0000184614,0.0001458069],"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":[0.0000754681,0.00006900993,0.8182743,0.00002928958,0.00003895375,0.000007470408,0.02788877,0.00001903941,0.001693214,0.1174449,0.02143104,0.01302852],"study_design_scores_gemma":[0.0001856094,0.00008981794,0.04422678,0.00009795371,0.00001974976,0.000006933253,0.004283304,0.0007614731,0.001762504,0.01795884,0.9303131,0.0002939708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7686056,0.0003543428,0.000006469927,0.01601879,0.0008097538,0.0002685733,0.000004207262,0.000339916,0.2135923],"genre_scores_gemma":[0.9528048,0.0003731397,0.0004413285,0.0006640303,0.001632802,0.00001526326,0.00002038986,0.0000354264,0.04401279],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.908882,"threshold_uncertainty_score":0.9995316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107026324255313,"score_gpt":0.2389239080031518,"score_spread":0.2278536447605987,"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."}}