{"id":"W4391716281","doi":"10.1007/978-3-031-17299-1_69","title":"Alberta’s Genuine Progress Indicator","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Sustainable Development and Environmental Policy","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001076378,0.0004028848,0.0002730109,0.00009943046,0.0001168121,0.00003321221,0.0003990885,0.0003129542,0.06534221],"category_scores_gemma":[0.000008028388,0.0003637159,0.0001169665,0.0000524252,0.0004187095,0.0001087613,0.0007976691,0.0002424271,0.09310252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004608654,"about_ca_system_score_gemma":0.00001988717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005085523,"about_ca_topic_score_gemma":0.0003375958,"domain_scores_codex":[0.998129,0.000005952184,0.0002957276,0.0005695352,0.0005168767,0.0004829314],"domain_scores_gemma":[0.999231,0.00003342639,0.0001325419,0.0003882765,0.000001530115,0.0002131729],"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":[0.0000350786,0.0000828016,0.01475759,0.00008850635,0.0002267129,0.0003306144,0.0007620121,0.00003131061,0.00002936061,0.04627514,0.8411612,0.09621967],"study_design_scores_gemma":[0.0001725109,0.00003762661,0.008540473,0.00001943827,0.00002907412,0.000007420659,0.0000283971,0.000009862199,0.00003630289,0.00969917,0.9808393,0.0005804091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005785904,0.00003527485,0.000002055791,0.000664764,0.0001608705,0.0003974856,0.00000849948,0.0001525045,0.998],"genre_scores_gemma":[0.002008623,0.0001369201,0.0002435686,0.0004981579,0.0001222764,0.00004405382,0.0001172281,0.0001317558,0.9966974],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1396781,"threshold_uncertainty_score":0.9998815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01122812341242805,"score_gpt":0.2122667308398558,"score_spread":0.2010386074274278,"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."}}