{"id":"W2539614895","doi":"","title":"Generic Matrix Manipulator System","year":2016,"lang":"en","type":"dissertation","venue":"Brock University Digital Repository (Brock University)","topic":"Logic, programming, and type systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Brock University","keywords":"Manipulator (device); Computer science; Matrix (chemical analysis); Artificial intelligence; Materials science; Robot; Composite material","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000004825594,0.0006606624,0.0006527415,0.0009243669,0.00080669,0.0005879592,0.002789395,0.0006973079,0.000002935871],"category_scores_gemma":[0.00001510773,0.0007011921,0.0005650682,0.00093734,0.00006660984,0.002477067,0.0005995361,0.0003491188,0.0003859561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001318015,"about_ca_system_score_gemma":0.0004640786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001306563,"about_ca_topic_score_gemma":0.0001657387,"domain_scores_codex":[0.9967866,0.000144156,0.0003725419,0.001288596,0.0007055204,0.0007026084],"domain_scores_gemma":[0.9972012,0.00007959385,0.0006946679,0.001093848,0.0004613028,0.0004693705],"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":[0.002559007,0.0019131,0.04378799,0.008129062,0.004661241,0.01972125,0.001000449,0.0002322004,0.06149441,0.407909,0.4137625,0.03482982],"study_design_scores_gemma":[0.002155646,0.0004550616,0.002390579,0.0003478779,0.0003976607,0.0005589965,0.01816769,0.00005061088,0.001421802,0.0003115193,0.9710648,0.002677766],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03810175,0.000759068,0.1636657,0.000005801485,0.009782805,0.001711534,0.00008022564,0.004165246,0.7817279],"genre_scores_gemma":[0.2722543,0.00002490887,0.0001532078,0.000004365887,0.0002208069,3.639639e-7,0.0000884101,0.000040239,0.7272134],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5573023,"threshold_uncertainty_score":0.9995439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01150073880237533,"score_gpt":0.1915421706842123,"score_spread":0.180041431881837,"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."}}