{"id":"W6891977397","doi":"10.48660/13080047","title":"3D Digital Holographic Interferometry: Applications in Biomedicine","year":2013,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Biomedicine; Holography; Feature (linguistics)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009637194,0.0003636941,0.0004842191,0.003631447,0.00001501675,0.00006288358,0.0005089708,0.0003511354,0.004540873],"category_scores_gemma":[0.00004419559,0.0003108318,0.00008017054,0.002353215,0.0003426348,0.0000770375,0.0001362274,0.0003409849,0.03394654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008185492,"about_ca_system_score_gemma":0.00002412954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003953985,"about_ca_topic_score_gemma":0.0001561059,"domain_scores_codex":[0.9985323,0.00002516665,0.0002990818,0.0005209916,0.0002496094,0.0003728839],"domain_scores_gemma":[0.998786,0.0000509293,0.0002318278,0.0007783705,0.00002468129,0.0001281367],"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":[0.000003917209,0.0002979084,0.01507675,0.00008107386,0.0001122377,0.00000762403,0.00005522204,8.667588e-8,0.0002040309,0.0003324718,0.9759342,0.007894452],"study_design_scores_gemma":[0.0004003022,0.00005091244,0.003114875,0.0002028398,0.00003001031,0.000005192874,0.00004434814,0.000007474199,0.000003357608,0.0001194526,0.9957068,0.0003144133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007232949,0.002033432,0.0005934325,0.0000824861,0.0001681527,0.001231701,0.0008525293,0.0008229267,0.9934921],"genre_scores_gemma":[0.1803307,0.0001460132,0.0005493536,0.0001008523,0.0007724952,0.001107094,0.002542626,0.002591145,0.8118597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1816324,"threshold_uncertainty_score":0.9999344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258956331102114,"score_gpt":0.2586615892743337,"score_spread":0.2460720259633126,"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."}}