{"id":"W6893993915","doi":"10.5281/zenodo.6564088","title":"avigan/pyZELDA: pyzelda - version 1.0","year":2019,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Zernike polynomials; Visualization; Wavefront; Noise (video)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009948924,0.001937682,0.001130969,0.001185519,0.0004931709,0.001692126,0.003543948,0.001502076,0.1456356],"category_scores_gemma":[0.002451268,0.001290931,0.000909812,0.001083601,0.0005060302,0.002171239,0.002038491,0.001975127,0.1002762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008269461,"about_ca_system_score_gemma":0.0008721875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005640641,"about_ca_topic_score_gemma":0.006788987,"domain_scores_codex":[0.9993336,0.00007009442,0.00002969865,0.0001049788,0.0003438124,0.0001178831],"domain_scores_gemma":[0.9993119,0.0001389182,0.00004931991,0.0001763686,0.0002497366,0.00007377139],"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":[0.0003495002,0.0000551047,0.0007040575,0.0005106887,0.00009706621,0.0001007655,0.0001338059,0.01305273,0.008762915,0.0121499,0.8968344,0.06724904],"study_design_scores_gemma":[0.0002492209,0.00004717775,0.0007834022,0.000108795,0.00003593341,0.0001962097,0.00004393576,0.1309294,0.03011285,0.0127109,0.8246431,0.0001390429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003978543,0.0004507757,0.3463681,0.0004373295,0.0003713006,0.0001628098,0.05018417,0.5364749,0.0615721],"genre_scores_gemma":[0.08335169,0.0007545753,0.2652071,0.0005220576,0.0001300488,0.0009420469,0.1456016,0.4055542,0.09793673],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1456356,"threshold_uncertainty_score":0.4871995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534137525173154,"score_gpt":0.23970065877018,"score_spread":0.2143592835184485,"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."}}