{"id":"W7022298823","doi":"","title":"Lake Osweya 216914","year":2017,"lang":"en","type":"other","venue":"OhioLink ETD Center (Ohio Library and Information Network)","topic":"Image and Video Quality Assessment","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Submarine; German; Shore","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","scholarly_communication","insufficient_payload"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0001893776,0.0004104345,0.0004211853,0.0002356679,0.0002867636,0.001498959,0.001306923,0.0003715191,0.001030785],"category_scores_gemma":[0.000009198131,0.0003729587,0.0001179399,0.0001959232,0.00008439486,0.01480852,0.0008695663,0.0004079241,0.0003044644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007141798,"about_ca_system_score_gemma":0.0001186596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.350115e-7,"about_ca_topic_score_gemma":0.000006593865,"domain_scores_codex":[0.9982168,0.0001168423,0.0004889759,0.000338419,0.000304071,0.0005348874],"domain_scores_gemma":[0.997903,0.00004349632,0.000701506,0.001119759,0.00002273343,0.0002094385],"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":[0.00000499312,0.00001482982,0.00002746893,0.00009857413,0.00003042908,0.000004233214,0.0000696011,0.000005923274,4.267331e-8,0.3711447,0.5935141,0.03508513],"study_design_scores_gemma":[0.000530451,0.0000442904,0.0002477574,0.0005637481,0.00001051149,0.00001601381,0.000001284988,0.002497154,0.00000513459,0.000706891,0.9949462,0.0004305386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[2.78505e-7,0.0006687684,0.05205481,0.001294214,0.001496546,0.0003435349,0.0001078488,0.0005994763,0.9434345],"genre_scores_gemma":[0.00114203,0.01375276,0.03121476,0.02720227,0.004908442,0.0001023381,0.003587556,0.000299101,0.9177908],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4014322,"threshold_uncertainty_score":0.9998824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287325714135373,"score_gpt":0.2362171908454429,"score_spread":0.2233439337040892,"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."}}