{"id":"W7015395918","doi":"","title":"Souvenirs from an RDM Professional Development Journey","year":2019,"lang":"en","type":"other","venue":"OakTrust (Texas A&M University Libraries)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University","keywords":"Intellectualization; Government (linguistics); Quality (philosophy); Subject (documents); Headline; Work (physics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000225313,0.00116939,0.0011852,0.001371216,0.000511603,0.00032208,0.002539906,0.001591821,0.05128248],"category_scores_gemma":[0.00003839802,0.001283746,0.0002816986,0.0008314242,0.0004885101,0.001654662,0.001536941,0.001366491,0.05131725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007189317,"about_ca_system_score_gemma":0.003646058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001317896,"about_ca_topic_score_gemma":0.001176394,"domain_scores_codex":[0.994953,0.0005387363,0.0004641287,0.001659939,0.001284343,0.001099894],"domain_scores_gemma":[0.9963008,0.0001355775,0.0009497366,0.001665631,0.00009992775,0.0008483563],"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":[0.0004659915,0.0004826463,0.006593849,0.00008898988,0.0007475762,0.0002538856,0.001145628,0.000008967243,0.00002874557,0.01101786,0.9783757,0.0007901448],"study_design_scores_gemma":[0.002305911,0.00006317424,0.005629596,0.0006274774,0.0002082769,0.000004734241,0.001595036,0.00003424172,0.0001164105,0.0001870526,0.9876233,0.001604828],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004650207,0.0003499417,0.0001313883,0.0003091685,0.003697435,0.001251545,0.003168016,0.00199148,0.9844508],"genre_scores_gemma":[0.000888802,0.00003680329,0.008410377,0.0003143859,0.0008050471,0.00000162986,0.004397904,0.001930889,0.9832141],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01083081,"threshold_uncertainty_score":0.9997043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01688124178417731,"score_gpt":0.2195338801066197,"score_spread":0.2026526383224424,"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."}}