{"id":"W2093276343","doi":"10.1080/14615517.2013.872848","title":"A basic need for integration – bringing focus to the scoping process","year":2014,"lang":"en","type":"article","venue":"Impact Assessment and Project Appraisal","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Legislation; Process (computing); Sustainability; Process management; Focus (optics); Engineering ethics; Political science; Computer science; Environmental planning; Management science; Business; Engineering; Law; 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":[],"consensus_categories":[],"category_scores_codex":[0.0007157627,0.000239937,0.000217743,0.00005283002,0.0004229556,0.0002290586,0.0002165344,0.00006410591,0.0001164319],"category_scores_gemma":[0.00009994836,0.000157185,0.0000906905,0.0002667534,0.00008580965,0.0004355278,0.0001393852,0.0001507668,0.00002032472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001874033,"about_ca_system_score_gemma":0.00004808226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005299452,"about_ca_topic_score_gemma":0.0002456486,"domain_scores_codex":[0.9985464,0.00009827247,0.0002261697,0.000329369,0.0003460142,0.0004538147],"domain_scores_gemma":[0.9992807,0.0002769717,0.0001059268,0.0001865558,0.000008077752,0.0001417879],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000334324,0.0004634949,0.5018166,0.0001500826,0.0001599455,0.000002071886,0.01546166,0.001452062,0.02728995,0.00137862,0.00743511,0.4440561],"study_design_scores_gemma":[0.004247448,0.003643279,0.897935,0.0006389329,0.0002245624,0.00003387866,0.007677956,0.06665583,0.007852713,0.002657021,0.006591756,0.001841616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474918,0.00001391703,0.04022774,0.001234081,0.0002215963,0.001692671,0.00001266279,0.00006189076,0.009043598],"genre_scores_gemma":[0.9967682,0.000006274794,0.002311094,0.0002964672,0.0002028005,0.0002851723,0.00001750341,0.00002770519,0.00008475909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4422145,"threshold_uncertainty_score":0.6409818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0228818076723037,"score_gpt":0.4043609451065919,"score_spread":0.3814791374342882,"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."}}