{"id":"W4408366356","doi":"10.1007/978-3-031-82775-4_12","title":"Influencing Decision Process","year":2025,"lang":"en","type":"book-chapter","venue":"Natural resource management and policy","topic":"Public Policy and Administration Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Process (computing); Decision process; Computer science; Process management; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.005734407,0.0007076504,0.0004480159,0.001439205,0.001974473,0.008331148,0.001384455,0.002502275,0.0428379],"category_scores_gemma":[0.01686155,0.0004048962,0.000455312,0.001509366,0.00720587,0.00662034,0.003043375,0.004077404,0.006497107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003603795,"about_ca_system_score_gemma":0.003971681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003019464,"about_ca_topic_score_gemma":0.003727408,"domain_scores_codex":[0.9936349,0.003253277,0.0001356197,0.0007859624,0.001569746,0.0006204499],"domain_scores_gemma":[0.9927833,0.004870118,0.0003046028,0.0008826792,0.0007541194,0.0004051291],"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":[0.00001043698,0.00002887833,0.0004176743,0.00005812198,0.000008646957,0.00005573668,0.001582061,0.0006661075,0.0003125198,0.9580348,0.008535466,0.03028965],"study_design_scores_gemma":[0.00001004917,0.00001588035,0.0005831874,0.00013339,0.00001421597,0.00005479861,0.001340059,0.001747495,0.0005535857,0.8115426,0.1839904,0.00001427878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007414334,0.0009355146,0.04507548,0.007537272,0.0003931187,0.0001045295,0.0001039758,0.0001192731,0.9383164],"genre_scores_gemma":[0.6788073,0.002720574,0.03169964,0.006113558,0.0005180679,0.000463084,0.000363448,0.000464935,0.2788494],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0428379,"threshold_uncertainty_score":0.143307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02325923975451764,"score_gpt":0.3842099511389306,"score_spread":0.360950711384413,"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."}}