{"id":"W7099873470","doi":"","title":"Hassan/Dekker/MacMillan 1 INNOVATIVE USE OF A CORPORATE SURVEY TOOL FOR PUBLIC CONSULTATION FOR THE SUSTAINABLE RURAL ROADS MASTER PLAN","year":2015,"lang":"en","type":"article","venue":"","topic":"Libraries and Information Services","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Situated; Population; Plan (archaeology); Work (physics); Rural area; Public consultation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006589299,0.0001121823,0.0001629276,0.00008387613,0.0002795857,0.0009727995,0.0001493829,0.00003573119,0.0002216917],"category_scores_gemma":[0.0003871512,0.00006586703,0.00003662204,0.0001216759,0.0001517961,0.001720558,0.00005083202,0.00003720799,0.000005949537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001781157,"about_ca_system_score_gemma":0.000171545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500264,"about_ca_topic_score_gemma":0.001293802,"domain_scores_codex":[0.9991235,0.00004089983,0.0003997339,0.00007829439,0.0001323167,0.0002252204],"domain_scores_gemma":[0.9956298,0.0007092237,0.0003911403,0.0001471769,0.003085858,0.00003675538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003048035,0.00001206829,0.003753363,0.0000640357,0.00006259249,5.896816e-8,0.0191885,0.00002076569,0.000001370559,0.9024318,0.07379611,0.0003644997],"study_design_scores_gemma":[0.00211911,0.0003361694,0.003760754,0.00000853753,0.00001548432,5.921851e-7,0.1440252,0.008753304,0.000114303,0.00986692,0.830785,0.00021463],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8917315,0.0001348276,0.02940129,0.01160414,0.001640806,0.00801416,0.004770887,0.0002961145,0.05240626],"genre_scores_gemma":[0.9793687,0.0000022137,0.0003135373,0.001329432,0.0001208722,0.0001529517,0.001143912,0.00001319567,0.01755513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8925649,"threshold_uncertainty_score":0.9380728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3246833626691361,"score_gpt":0.2625292951295081,"score_spread":0.06215406753962793,"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."}}