{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001827973,0.0008411358,0.000436382,0.001389473,0.003019202,0.004752445,0.0007274744,0.001714215,0.3638234],"category_scores_gemma":[0.0007282725,0.0004334023,0.0003556403,0.0009487501,0.001205017,0.004148763,0.00197213,0.00236197,0.1688942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002098997,"about_ca_system_score_gemma":0.001119694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00950081,"about_ca_topic_score_gemma":0.03724999,"domain_scores_codex":[0.9997253,0.00002204717,0.000007167394,0.00007493574,0.0001326238,0.00003787428],"domain_scores_gemma":[0.9997507,0.00005885497,0.000007551966,0.00004540618,0.00009374677,0.00004370307],"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":[0.0000462747,0.00002218185,0.0001373417,0.0001406025,0.000003725072,0.0002364032,0.001262477,0.00009394264,0.001315176,0.05704223,0.8277344,0.1119654],"study_design_scores_gemma":[0.000001354316,0.000003823524,0.0001045855,0.00002667208,9.559686e-7,0.0001265345,0.0001333703,0.00003434949,0.0001691747,0.001059744,0.9983359,0.000003481382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007820041,0.002876337,0.001260933,0.001836665,0.00162411,0.00002254771,0.0002276211,0.0006365554,0.9907333],"genre_scores_gemma":[0.001874779,0.0005624476,0.0002697676,0.0005134943,0.00006129573,0.000007272112,0.00009055423,0.0002347969,0.9963856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3638234,"threshold_uncertainty_score":0,"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."}}