{"id":"W651266341","doi":"10.52305/bgnt6712","title":"Advances in Environmental Research","year":2022,"lang":"en","type":"book","venue":"Advances in environmental research","topic":"Environmental Policies and Emissions","field":"Environmental Science","cited_by":151,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Environmental planning","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004578589,0.0009769764,0.0009613238,0.001148276,0.001213829,0.00008394526,0.00272576,0.0006617961,0.07377064],"category_scores_gemma":[0.0001327086,0.00105186,0.0002854517,0.000923868,0.005637433,0.001791359,0.007544513,0.007297493,0.006679242],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01777544,"about_ca_system_score_gemma":0.0001088353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002548819,"about_ca_topic_score_gemma":0.001109576,"domain_scores_codex":[0.9846992,0.00151905,0.001331308,0.002679332,0.006423519,0.003347572],"domain_scores_gemma":[0.9958763,0.001417143,0.000249884,0.001776731,0.000002372863,0.0006776386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001140606,0.008320536,0.2211635,0.0004245865,0.00005673085,0.002933303,0.004934845,0.03488953,0.008028111,0.001587067,0.05353705,0.6629841],"study_design_scores_gemma":[0.001001272,0.0005841251,0.01150185,0.0001879242,0.000007881665,0.00003375956,0.002533072,0.0001388463,0.0001728893,0.02283706,0.9599887,0.001012591],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02749549,0.04751954,0.000003723359,0.0003175816,0.00043277,0.002625353,0.000504632,0.00005263782,0.9210483],"genre_scores_gemma":[0.1680909,0.2892066,0.0002553083,0.0002295173,0.0003201384,0.001392767,0.0008150463,0.0003775167,0.5393122],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9064517,"threshold_uncertainty_score":0.9991932,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0350053016213592,"score_gpt":0.3751445113780364,"score_spread":0.3401392097566772,"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."}}