{"id":"W2807830657","doi":"10.1145/3196709.3196756","title":"Prism","year":2018,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Prism; Computer science; Materials science; Optics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002672394,0.00001391472,0.00001053672,0.000008585394,0.000008642802,0.000007695798,0.00001897838,0.000008268787,0.002299686],"category_scores_gemma":[0.000007743964,0.00001252912,0.000003150067,0.00003030654,0.000004425751,0.0000486752,0.000001167199,0.00001613546,0.003252122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003347882,"about_ca_system_score_gemma":0.000002550173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001597366,"about_ca_topic_score_gemma":8.726452e-7,"domain_scores_codex":[0.9999124,0.000002149071,0.00001976512,0.00001686752,0.00001630796,0.00003253765],"domain_scores_gemma":[0.9999221,0.00001113976,0.000001397848,0.00004518055,0.000005216809,0.00001494215],"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":[0.000001121816,0.000009756321,0.0001061856,0.000003665452,0.000009297761,3.141041e-7,0.0005563164,0.000006541149,0.005199776,0.0100194,0.905362,0.07872567],"study_design_scores_gemma":[0.00001739784,0.000003938543,0.0008450344,3.537158e-7,8.024828e-7,0.000001524435,0.00001922084,0.002057958,0.006396944,0.0001753218,0.9904575,0.00002405847],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007063158,0.00001401817,0.03448487,0.0002155348,0.0004953658,0.00001254327,2.614906e-8,0.0001956775,0.9575188],"genre_scores_gemma":[0.9832236,0.000003832469,0.004359207,0.0002799451,0.000150643,0.00000112817,2.192589e-7,0.000003895693,0.0119775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9761605,"threshold_uncertainty_score":0.9986123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549294684825642,"score_gpt":0.2583658657787866,"score_spread":0.2428729189305302,"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."}}