{"id":"W2073566057","doi":"10.1117/12.781597","title":"Novel hemispheric image formation: concepts and applications","year":2008,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Advanced optical system design","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"ImmerVision (Canada)","funders":"","keywords":"Computer science; Distortion (music); Lens (geology); Projection (relational algebra); Projector; Computer vision; Pixel; Image resolution; Artificial intelligence; Optics; Telecommunications; Algorithm","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002388375,0.0003073035,0.0003866451,0.00005500502,0.0001127361,0.00006196138,0.0005561634,0.0001659617,0.00001031721],"category_scores_gemma":[0.000172547,0.0002762952,0.0003024481,0.0003361441,0.0003153447,0.0008142816,0.00009497529,0.0002570641,0.000003516521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001563765,"about_ca_system_score_gemma":0.00001510889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002027159,"about_ca_topic_score_gemma":5.21777e-8,"domain_scores_codex":[0.9982107,6.599991e-9,0.000660293,0.000285553,0.0004798655,0.0003635639],"domain_scores_gemma":[0.9985359,0.0001413572,0.0001887103,0.00006337982,0.0009166431,0.0001539921],"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":[0.0000194509,0.00005343102,0.0000702871,0.0007187674,0.0001763344,8.531947e-8,0.0001744805,0.000669687,0.778697,0.2172416,0.001844707,0.0003342758],"study_design_scores_gemma":[0.004574194,0.0004725666,0.001922694,0.0007556073,0.0003527438,0.0005524365,0.003100642,0.3129856,0.6330073,0.003294738,0.03711122,0.00187019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9825394,0.0002842552,0.009862111,0.0003664469,0.0001150021,0.0008122826,0.00004851065,0.0002454153,0.005726601],"genre_scores_gemma":[0.4924492,0.0003778346,0.5053951,0.00007596681,0.000594297,0.0007363284,0.00001331763,0.0001256628,0.0002322673],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.495533,"threshold_uncertainty_score":0.9999689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165091370677692,"score_gpt":0.2262888364423945,"score_spread":0.2146379227356176,"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."}}