{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007725143,0.0007827402,0.0005970991,0.001395421,0.004430155,0.005731054,0.001749724,0.002192236,0.5286554],"category_scores_gemma":[0.003235296,0.0003454896,0.000268113,0.001335918,0.001248162,0.002117848,0.003400253,0.001970246,0.1625599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004270928,"about_ca_system_score_gemma":0.009619823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03548533,"about_ca_topic_score_gemma":0.08598057,"domain_scores_codex":[0.998792,0.000102399,0.00003622327,0.0003220851,0.0005317593,0.0002155819],"domain_scores_gemma":[0.9980137,0.0002054293,0.00007977502,0.0001252337,0.0005430244,0.001032781],"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":[0.0001862003,0.0001271432,0.001657303,0.0004763329,0.000009116519,0.001368471,0.001100338,0.0001390445,0.0009152595,0.03666863,0.7771215,0.1802306],"study_design_scores_gemma":[0.000008579622,0.00002323806,0.001072179,0.0001726204,0.00000269103,0.0001543317,0.0003039897,0.00003331198,0.0001834525,0.001473911,0.9965611,0.00001063388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004899746,0.01047974,0.0005477913,0.02088536,0.002987443,0.00007513438,0.001487918,0.0005788782,0.9580581],"genre_scores_gemma":[0.009747416,0.003346382,0.0004821008,0.001372975,0.0002631207,0.00002629352,0.0005473337,0.00007212211,0.9841421],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4713446,"threshold_uncertainty_score":0.672316,"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."}}