{"id":"W2007631985","doi":"10.3390/land3010167","title":"Development by Design in Western Australia: Overcoming Offset Obstacles","year":2014,"lang":"en","type":"article","venue":"Land","topic":"Environmental Conservation and Management","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Barrick Gold Corporation","keywords":"Environmental resource management; Environmental planning; Biodiversity; Environmental impact assessment; Business; Offset (computer science); Geography; Environmental science; Computer science; Ecology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001976093,0.00007170186,0.00006463035,0.00001272735,0.00003843684,0.00001782039,0.00009115886,0.0000249544,0.0006770208],"category_scores_gemma":[0.000005263294,0.00006582943,0.000008635192,0.00004508898,0.00002738088,0.00009139298,0.00008892827,0.00004181838,0.0006130665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009387705,"about_ca_system_score_gemma":0.000001047921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005745954,"about_ca_topic_score_gemma":0.002669025,"domain_scores_codex":[0.999416,0.00003709762,0.0001216163,0.0001527354,0.0001332743,0.0001392714],"domain_scores_gemma":[0.9998147,0.00002261773,0.0000280944,0.00009326456,3.469503e-7,0.00004090391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005758203,0.00003939605,0.9855469,0.000003398466,0.000002397308,0.000001630056,0.0002204029,0.0004312838,0.002508415,0.00001253046,0.006915558,0.004312348],"study_design_scores_gemma":[0.0002962769,0.00001086659,0.5896202,0.00000697809,0.000001630138,4.406919e-7,0.00001629561,0.0002294646,0.001443681,0.00004642672,0.4082319,0.00009590066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932569,0.000004237343,0.005106252,0.0004047971,0.00002967863,0.0001210592,8.171548e-7,0.00001446826,0.001061735],"genre_scores_gemma":[0.9879413,0.000005118753,0.006071957,0.001100871,0.000004988741,0.0000106305,0.000010419,0.000005930125,0.004848759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4013163,"threshold_uncertainty_score":0.7879935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03207282158659093,"score_gpt":0.236084002355912,"score_spread":0.2040111807693211,"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."}}