{"id":"W4249446164","doi":"10.3138/flor.20.016","title":"University of Lethbridge","year":2003,"lang":"en","type":"article","venue":"Florilegium","topic":"Higher Education Research Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; History; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003435936,0.00002606398,0.00005565932,0.00002911303,0.0002343446,0.000006073216,0.0001073134,0.00002251348,0.001212498],"category_scores_gemma":[0.000273168,0.00002929514,0.00002548076,0.0002073098,0.0002374072,0.00006552634,0.00001268896,0.00004173701,0.0001137997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004683932,"about_ca_system_score_gemma":0.0002437197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001336024,"about_ca_topic_score_gemma":0.0004871369,"domain_scores_codex":[0.9993976,0.0001522936,0.00003662514,0.00007270528,0.0002008081,0.0001399707],"domain_scores_gemma":[0.9996521,0.00007453358,0.00002106091,0.00008465596,0.0001077018,0.00005987402],"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":[0.000003149329,0.00003958395,0.01125435,0.000006351241,0.00001378324,0.000002123265,0.01651726,0.000002878495,0.00001116213,0.3166302,0.6554583,0.00006087685],"study_design_scores_gemma":[0.00005895944,0.00000633433,0.006333056,0.000001994116,0.000002202349,3.850956e-8,0.006970275,5.318227e-7,0.00001262986,0.0003754636,0.9862083,0.0000302366],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03556765,0.0001674763,0.001583805,0.003834066,0.02128257,0.0001999068,0.000009259506,0.00006191726,0.9372934],"genre_scores_gemma":[0.9197782,0.0001293402,0.002056802,0.00004616137,0.002624393,9.569075e-7,0.00000116584,0.000004708946,0.07535826],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8842106,"threshold_uncertainty_score":0.9997005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02961005695391091,"score_gpt":0.3375859813329896,"score_spread":0.3079759243790787,"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."}}