{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.003013926,0.0005839195,0.0004092792,0.002917941,0.002580158,0.007248795,0.0005784177,0.002539414,0.06953724],"category_scores_gemma":[0.01412514,0.0003260952,0.0003695379,0.004199539,0.001872638,0.006909562,0.006086743,0.004789186,0.02506402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002570853,"about_ca_system_score_gemma":0.001812453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001771039,"about_ca_topic_score_gemma":0.005035629,"domain_scores_codex":[0.9973241,0.0006859435,0.0001479278,0.0002035542,0.001250297,0.0003881743],"domain_scores_gemma":[0.9863613,0.008149373,0.00105521,0.0007881385,0.001564032,0.002082112],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008879195,0.00004905372,0.0008290848,0.0004307082,0.00000569029,0.0002218418,0.004314438,0.0001046703,0.001789148,0.02424392,0.9074724,0.06045027],"study_design_scores_gemma":[0.000003233242,0.00001313399,0.0005485931,0.00009174089,0.000001039895,0.00006591013,0.0007530554,0.00004690065,0.000147327,0.0006945127,0.9976261,0.000008371082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.02169339,0.007829928,0.01821741,0.1119762,0.1295959,0.0007096852,0.01246524,0.003171779,0.6943405],"genre_scores_gemma":[0.09413591,0.006072723,0.009852045,0.04004258,0.03933486,0.0008816976,0.008801234,0.004655344,0.7962236],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9969861,"threshold_uncertainty_score":0.2326252,"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."}}