{"id":"W4233866982","doi":"10.32920/ryerson.14638287","title":"The Mobile Experience at Ryerson","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Space exploration and regulation","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009674471,0.0002894066,0.0003015136,0.0002435956,0.004373183,0.004522683,0.0003955855,0.0009941454,0.1146166],"category_scores_gemma":[0.001204546,0.0001458677,0.0001668608,0.0003371853,0.0009594264,0.002062011,0.004427091,0.002091729,0.02345448],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249974,"about_ca_system_score_gemma":0.00155547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01940071,"about_ca_topic_score_gemma":0.05140573,"domain_scores_codex":[0.9994553,0.0001710806,0.00001094233,0.0000861042,0.0001188376,0.0001578183],"domain_scores_gemma":[0.9993458,0.0000712653,0.00001884448,0.00004700915,0.0001045526,0.0004124546],"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":[0.0002658181,0.00006530785,0.001383514,0.00008694424,0.000009679873,0.0008469812,0.01755496,0.0001071738,0.001416454,0.02460164,0.8716592,0.08200222],"study_design_scores_gemma":[0.000003769705,0.00002589743,0.0009071152,0.00002799929,0.00000307643,0.0001410136,0.004994536,0.00004181525,0.0001442672,0.0005524593,0.9931517,0.000006413867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06683346,0.01103611,0.003790885,0.09767537,0.007147721,0.0000463068,0.001172715,0.0006711719,0.8116262],"genre_scores_gemma":[0.1009176,0.002709051,0.0007146096,0.002684771,0.0006532341,0.00002211524,0.0002673213,0.000221535,0.8918097],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.99875,"threshold_uncertainty_score":0.3834308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563029909241688,"score_gpt":0.2771692892001026,"score_spread":0.2615389901076857,"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."}}