{"id":"W4388981307","doi":"10.1515/9781773854694","title":"Flicker","year":2023,"lang":"en","type":"book","venue":"University of Calgary Press eBooks","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flicker; Computer science; Computer graphics (images)","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":[],"consensus_categories":[],"category_scores_codex":[0.00003605803,0.0001256867,0.0001852541,0.00007946396,0.00002729122,0.00000735247,0.000236518,0.0001129748,0.00001690379],"category_scores_gemma":[0.00000229173,0.0001620669,0.00009491052,0.000009380519,0.00007259674,0.00003022006,0.0001084249,0.0002224205,0.00005554019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006083146,"about_ca_system_score_gemma":0.00003748617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005374963,"about_ca_topic_score_gemma":0.00002298874,"domain_scores_codex":[0.9994557,0.000005270236,0.00006866428,0.0001090605,0.0001739922,0.0001872359],"domain_scores_gemma":[0.99961,0.00003541286,0.00001555199,0.0002207822,0.0000300815,0.00008816243],"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":[0.00008740263,0.0000384094,0.000004022255,0.003937721,0.001831571,0.0007874406,0.002453993,0.02604654,0.006987161,0.2204647,0.4919866,0.2453744],"study_design_scores_gemma":[0.000291622,0.00002735196,0.00003444831,0.0002164582,0.00005370361,0.000001100931,0.00000838699,0.04263456,0.0008709516,0.007865942,0.9476617,0.0003337854],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003887737,0.0001344895,0.0009658855,9.388741e-7,0.0001059497,0.00009781572,0.00003126398,0.0004112387,0.9978637],"genre_scores_gemma":[0.001014288,0.0001523099,0.0001779237,0.00000170417,0.0000499788,2.774439e-7,0.00002573095,0.00005692924,0.9985209],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4556751,"threshold_uncertainty_score":0.6608899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01788528741913577,"score_gpt":0.1765276184148502,"score_spread":0.1586423309957144,"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."}}