{"id":"W4408366806","doi":"10.1007/978-3-031-82775-4_8","title":"Connecting to Decision-Making","year":2025,"lang":"en","type":"book-chapter","venue":"Natural resource management and policy","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science","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":[0.005710923,0.001350018,0.001085575,0.001551408,0.002500514,0.01341135,0.002274405,0.004781499,0.02908617],"category_scores_gemma":[0.00962604,0.0007055848,0.0006805154,0.002203364,0.01996895,0.0140897,0.006241712,0.008627599,0.009338515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005206026,"about_ca_system_score_gemma":0.004504515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002531034,"about_ca_topic_score_gemma":0.002604948,"domain_scores_codex":[0.9939645,0.003701991,0.000157416,0.0005399085,0.001315735,0.0003204904],"domain_scores_gemma":[0.9952349,0.003521077,0.0001155325,0.0005159191,0.00039026,0.0002223141],"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":[0.000003137031,0.000009977339,0.00001375226,0.00004990254,0.000003839555,0.00001403206,0.0004758089,0.0004637335,0.00003591333,0.9703355,0.01436496,0.01422949],"study_design_scores_gemma":[0.000001848112,0.000002988004,0.00001555724,0.0001356525,0.000001461663,0.00001086275,0.0002115868,0.0003356189,0.00005108335,0.8562484,0.1429806,0.000004446894],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009072094,0.01585251,0.0670422,0.03089976,0.002079803,0.00007170135,0.00007654759,0.0001101307,0.8829601],"genre_scores_gemma":[0.1847584,0.03664776,0.07721328,0.0223715,0.004273466,0.0007219649,0.0004887774,0.000806257,0.6727186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02908617,"threshold_uncertainty_score":0.09730291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06967104212010684,"score_gpt":0.4596391552660249,"score_spread":0.3899681131459181,"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."}}