{"id":"W6950028159","doi":"10.5281/zenodo.8156633","title":"Describing Research Development (Part 2)","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","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":[0.01612612,0.0001355364,0.0001727706,0.001085291,0.01704265,0.002714838,0.003296714,0.0000412258,0.0839747],"category_scores_gemma":[0.004696663,0.0001312649,0.00006234959,0.003831428,0.0002450784,0.0005281783,0.007925557,0.0007839447,0.01923026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006906605,"about_ca_system_score_gemma":0.00005883473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006485837,"about_ca_topic_score_gemma":0.000002308724,"domain_scores_codex":[0.9907616,0.002930967,0.0005857252,0.0007845569,0.004164935,0.0007721612],"domain_scores_gemma":[0.9956075,0.0002278194,0.0001315852,0.0008502247,0.002806787,0.0003761021],"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":[0.0001989372,0.0001894139,0.000008701432,0.00000559832,0.00001987954,0.0000384676,0.004097057,0.0002568632,0.002528486,0.007654881,0.7804979,0.2045038],"study_design_scores_gemma":[0.0003097009,0.0004180273,0.0001878745,0.00001020115,0.00000166952,0.00008216972,0.009031022,0.0006866005,0.0007184787,0.001553614,0.9868481,0.0001525328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2391439,0.0002731425,0.007055146,0.01068201,0.000864555,0.001867762,0.0004247527,0.001090659,0.7385981],"genre_scores_gemma":[0.9813495,0.000007255961,0.0004350951,0.0001501845,0.0002574339,7.395126e-7,0.0007552796,0.0006768816,0.01636765],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7422056,"threshold_uncertainty_score":0.9983205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2913496878288467,"score_gpt":0.377924955482097,"score_spread":0.08657526765325035,"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."}}