{"id":"W2033033778","doi":"10.1080/14615517.2014.929344","title":"Impact assessment: practical solutions to recurrent problems and contemporary challenges","year":2014,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science; Environmental planning; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001337131,0.0005682922,0.0005587182,0.0001348517,0.0005183721,0.0003047163,0.000210289,0.0001973244,0.0004028488],"category_scores_gemma":[0.0001113135,0.000440916,0.0001669647,0.0002941586,0.000348816,0.001114332,0.0006580152,0.0005276542,0.00005499955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005150281,"about_ca_system_score_gemma":0.0001859783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009495732,"about_ca_topic_score_gemma":0.0001312662,"domain_scores_codex":[0.9965628,0.000495536,0.0004740549,0.000785146,0.000757657,0.0009247611],"domain_scores_gemma":[0.9981714,0.0004872393,0.0002268585,0.0003833534,0.00001538588,0.0007156928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002103997,0.001858636,0.8788758,0.00009451596,0.0003823953,0.00001811496,0.005814207,0.0001011906,0.00553613,0.002536549,0.0136836,0.09088847],"study_design_scores_gemma":[0.001336528,0.003095072,0.9783856,0.00005562444,0.00006647612,0.00005834996,0.0007653639,0.002431683,0.00001675275,0.0006825888,0.01241931,0.0006866216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9454338,0.0002876582,0.002256622,0.003054967,0.0003224431,0.001470492,0.00006048806,0.0001375121,0.04697604],"genre_scores_gemma":[0.994065,0.0004883842,0.004718992,0.0001730411,0.0001811488,0.0001704257,0.00005808394,0.00005382917,0.00009113031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09950984,"threshold_uncertainty_score":0.9998043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08929264400211939,"score_gpt":0.4367529377104881,"score_spread":0.3474602937083687,"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."}}