{"id":"W6950453967","doi":"10.5281/zenodo.8156578","title":"Describing Research Development (Part 1)","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Academic Writing and Publishing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University; University of Saskatchewan","funders":"","keywords":"Research development; Field (mathematics); Development (topology); Process (computing)","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004110519,0.0001045578,0.0001058687,0.0003615991,0.01735316,0.002071248,0.001237188,0.0000294768,0.1038391],"category_scores_gemma":[0.0008473897,0.0001159933,0.00003514525,0.0002816483,0.0002353269,0.0003973367,0.002440776,0.0009851361,0.003907552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215327,"about_ca_system_score_gemma":0.00001543496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004929904,"about_ca_topic_score_gemma":0.000001163487,"domain_scores_codex":[0.9972134,0.0007482185,0.0002765106,0.0003685192,0.0008539335,0.0005393845],"domain_scores_gemma":[0.9988407,0.00006042701,0.00007279613,0.0002724017,0.0005804569,0.0001732085],"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":[0.00002299865,0.00007537507,0.00000175434,0.00002096626,0.00001897522,0.00001009565,0.03884732,0.00003075706,0.000178253,0.08834045,0.7930065,0.07944656],"study_design_scores_gemma":[0.0001860568,0.00008768195,0.00001096874,0.00002474202,0.000003136811,0.00003884047,0.01647712,0.00007115971,0.00006111775,0.0002753333,0.9826193,0.000144531],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04397812,0.000219649,0.0001402191,0.002763529,0.0004185793,0.0003741241,0.0001722177,0.001168554,0.950765],"genre_scores_gemma":[0.9740962,0.00001913353,0.0001525317,0.0004694765,0.001150495,3.1228e-7,0.001580922,0.00121145,0.02131951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9301181,"threshold_uncertainty_score":0.9989647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1949745651590919,"score_gpt":0.2648414244129696,"score_spread":0.06986685925387767,"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."}}