{"id":"W3175804713","doi":"10.1002/sdtp.14926","title":"P‐49: <i>Student Poster:</i> Efficient Direct‐Block‐Address Encoding for Single‐Shot‐Based 3D Reconstruction","year":2021,"lang":"en","type":"article","venue":"SID Symposium Digest of Technical Papers","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Christie (Canada); University of Waterloo","funders":"","keywords":"Encoding (memory); Embedding; Single shot; Computer science; Projector; Block (permutation group theory); Pixel; Computer graphics (images); Shot (pellet); Computation; One shot; Code word; Artificial intelligence; Computer vision; Algorithm; Mathematics; Decoding methods; Combinatorics; 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":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004651549,0.0002947471,0.0004568289,0.0001363642,0.0001505029,0.0001680864,0.0008952229,0.0001800586,0.00001782944],"category_scores_gemma":[0.0002406208,0.0002730922,0.0002992399,0.0004232423,0.0001921828,0.0001990234,0.0002963722,0.0002266099,0.000005071271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310098,"about_ca_system_score_gemma":0.0001301222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005750365,"about_ca_topic_score_gemma":0.00001408315,"domain_scores_codex":[0.9973984,0.00009066834,0.0006680678,0.0007413552,0.0006138454,0.0004876743],"domain_scores_gemma":[0.9981228,0.0003271154,0.0002236792,0.0007675012,0.0003889937,0.000169979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003068155,0.0004326112,0.0006247985,0.00005894946,0.00001948047,0.000007077283,0.00004141599,0.0001463632,0.9961407,0.002441423,0.00002190203,0.00003455721],"study_design_scores_gemma":[0.0004277306,0.0006498232,0.0004964221,0.0003585513,0.00003874903,0.00003546138,0.00002777868,0.00002206974,0.9967926,0.00001657595,0.0007967691,0.0003374895],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01379068,0.0001073134,0.00003479124,0.001667773,0.0006169043,0.0005401302,0.00001201433,0.0005657992,0.9826646],"genre_scores_gemma":[0.9987278,0.00002553752,0.0006280277,0.0003588945,0.0000660095,0.0001144387,0.000006689652,0.00002327004,0.00004934378],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9849371,"threshold_uncertainty_score":0.9999721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03102857457886452,"score_gpt":0.2734234047599568,"score_spread":0.2423948301810923,"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."}}