{"id":"W7057133597","doi":"","title":"Improving Social Justice at the University of Western Ontario: Special Collections at the Pride Library","year":2012,"lang":"en","type":"article","venue":"UKnowledge (University of Kentucky)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pride; Social justice; Special collections; Economic Justice; Inclusion (mineral)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003297234,0.0005504849,0.0008428242,0.002084382,0.04029652,0.01379965,0.002013171,0.004207765,0.1418687],"category_scores_gemma":[0.009246536,0.00086675,0.0005216022,0.003775069,0.004471247,0.004658083,0.01042457,0.003781556,0.01366368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04457248,"about_ca_system_score_gemma":0.2450722,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8306146,"about_ca_topic_score_gemma":0.9776638,"domain_scores_codex":[0.9959797,0.0004522342,0.0001526478,0.000259857,0.001708889,0.001446622],"domain_scores_gemma":[0.9759753,0.00119954,0.0005200579,0.0007416667,0.005898659,0.01566474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004312774,0.00006693516,0.003040528,0.0002152436,0.00001304178,0.0003779894,0.00952926,0.00004544341,0.0003529512,0.003795281,0.937605,0.0449152],"study_design_scores_gemma":[0.000007211402,0.00001428569,0.009225723,0.0001241166,0.000008605323,0.00005451231,0.01276054,0.00002628392,0.0001902438,0.0006281088,0.976936,0.00002438655],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04973934,0.02878343,0.0009645085,0.4808894,0.0113774,0.0006920993,0.005431721,0.0009821727,0.42114],"genre_scores_gemma":[0.07646546,0.009501303,0.00170163,0.01044899,0.001056023,0.0001926208,0.0008316949,0.0004457271,0.8993565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8306146,"threshold_uncertainty_score":0.4745979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176880523304954,"score_gpt":0.1982879389183162,"score_spread":0.1865191336852667,"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."}}