{"id":"W4407219767","doi":"10.3138/9781487552718-008","title":"Chapter Six. Managing Uncertainty in New Brunswick","year":2024,"lang":"en","type":"book-chapter","venue":"University of Toronto Press eBooks","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005396303,0.0008855285,0.0003980159,0.002291345,0.00238219,0.006485731,0.001177425,0.00113755,0.06953274],"category_scores_gemma":[0.00116977,0.0004943937,0.0003410498,0.005712433,0.001323993,0.002436443,0.001250034,0.00246658,0.009649848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0286926,"about_ca_system_score_gemma":0.03057283,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5908298,"about_ca_topic_score_gemma":0.8947002,"domain_scores_codex":[0.9996392,0.00003733298,0.00002261399,0.00003877073,0.0001875074,0.00007462058],"domain_scores_gemma":[0.9996518,0.0001007536,0.00002027088,0.00001865554,0.000143084,0.0000654148],"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":[0.0000313309,0.00004595788,0.0006794858,0.0004952339,0.00001044739,0.0002795221,0.003071456,0.001514449,0.000571605,0.163217,0.5572175,0.2728661],"study_design_scores_gemma":[0.000001936934,0.000002489948,0.0003901422,0.0002273045,0.000003443959,0.00003437583,0.0007538281,0.00008313592,0.0001051362,0.005996843,0.9923933,0.000008064863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001530184,0.06305168,0.002033134,0.009022763,0.001899078,0.0001190135,0.0005975646,0.00008471211,0.9216618],"genre_scores_gemma":[0.01036489,0.04672545,0.002265775,0.0008296983,0.0001295715,0.00005479164,0.0003655207,0.00008700634,0.9391773],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4091702,"threshold_uncertainty_score":0.8231598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1080315935656736,"score_gpt":0.3474583158100594,"score_spread":0.2394267222443858,"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."}}