{"id":"W7092284426","doi":"10.48660/25100192","title":"Learning Holography from Defects","year":2025,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"","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":[0.00008464362,0.0002942504,0.0003651922,0.000710257,0.00003900418,0.00003482552,0.000280959,0.0004005238,0.01007526],"category_scores_gemma":[0.0001268819,0.000302043,0.0001964539,0.0004355762,0.00006913643,0.00001446522,0.0001088182,0.0005329154,0.03527695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003265457,"about_ca_system_score_gemma":0.00005521504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001842036,"about_ca_topic_score_gemma":0.0004720873,"domain_scores_codex":[0.9987726,0.0001451463,0.0001143781,0.0004814847,0.0001982238,0.0002881307],"domain_scores_gemma":[0.9992177,0.00009476158,0.0001766456,0.0004339589,0.0000173776,0.00005954498],"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":[0.000006521634,0.00002592444,0.01395693,0.00002608912,0.0002234114,0.00003023633,0.00004809574,0.00000362999,0.000239662,0.0001405797,0.9833961,0.001902797],"study_design_scores_gemma":[0.0002588349,0.00001971801,0.003149474,0.000318251,0.0001377943,2.832123e-7,0.00001550091,0.000003415455,0.00003879353,0.000275727,0.9954979,0.0002842943],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005377722,0.004258743,0.00007216744,0.00001197289,0.0004525591,0.0001942307,0.0003388693,0.001716395,0.9924173],"genre_scores_gemma":[0.008766179,0.0001072703,0.0007719418,0.0001134374,0.0005216564,0.00002872965,0.0004343108,0.001371471,0.987885],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0252017,"threshold_uncertainty_score":0.9999432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009682065785811645,"score_gpt":0.2446818223661479,"score_spread":0.2349997565803363,"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."}}