{"id":"W1497808499","doi":"","title":"LibGuides: Theses: Theses Home","year":2011,"lang":"en","type":"libguides","venue":"","topic":"Engineering and Information Technology","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00022507,0.0003283733,0.0003784986,0.0005217227,0.00007044636,0.0002057431,0.003126885,0.0005239793,0.0003089474],"category_scores_gemma":[0.0001314775,0.000249865,0.0001399085,0.0003580422,0.00007030134,0.0007926089,0.0006276396,0.0004539251,0.0011617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003585708,"about_ca_system_score_gemma":0.0001001743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001109078,"about_ca_topic_score_gemma":0.00000421094,"domain_scores_codex":[0.9984926,0.00001980539,0.0004750856,0.0003528695,0.0002621645,0.0003975008],"domain_scores_gemma":[0.9981288,0.0001167566,0.0001762462,0.001386225,0.0001125006,0.00007952665],"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":[6.767513e-7,0.0000194784,0.000004369685,0.0001042027,0.00005173328,0.000007318692,0.0007797208,0.00001386189,0.000003212346,0.4244899,0.5307899,0.04373571],"study_design_scores_gemma":[0.00007160172,0.000092227,0.00001706366,0.00009726951,0.000005979137,0.00003356714,0.00005455214,0.002233219,0.0008172538,0.01142244,0.9847446,0.0004102263],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.00001670161,0.001102063,0.3899064,0.0007508271,0.002142384,0.0001547367,0.00001169728,0.003642639,0.6022725],"genre_scores_gemma":[0.02258514,0.01185075,0.4895186,0.007478006,0.001680229,0.0003509201,0.000170254,0.0002843849,0.4660818],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4539548,"threshold_uncertainty_score":0.9999954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02235068351880196,"score_gpt":0.2224788174582911,"score_spread":0.2001281339394892,"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."}}