{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03787518,0.001440319,0.00122457,0.002380453,0.02622996,0.03143648,0.004613298,0.00973217,0.03736732],"category_scores_gemma":[0.06490242,0.001384945,0.001517685,0.002178816,0.01606328,0.02440639,0.0459812,0.02323564,0.02096049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008777581,"about_ca_system_score_gemma":0.04180902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00631613,"about_ca_topic_score_gemma":0.009492422,"domain_scores_codex":[0.923593,0.03375284,0.00290722,0.006161727,0.02328344,0.01030175],"domain_scores_gemma":[0.881622,0.01035891,0.004123646,0.004684822,0.01907223,0.08013845],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000131233,0.0007746971,0.004316784,0.0007385474,0.0000374592,0.003787727,0.2146376,0.0002543083,0.001513558,0.07442761,0.5498539,0.1495266],"study_design_scores_gemma":[0.0000190026,0.0001310764,0.0006013121,0.0007576991,0.000005495651,0.001369398,0.09312227,0.0001866831,0.000221809,0.01245755,0.8910738,0.00005381932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05097954,0.01266851,0.01873675,0.7405711,0.01986113,0.0006434245,0.0003877052,0.001880662,0.1542711],"genre_scores_gemma":[0.3667708,0.01147298,0.06261292,0.1949085,0.00617896,0.001791997,0.001268436,0.002266339,0.352729],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9621248,"threshold_uncertainty_score":0.2003055,"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."}}