{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008736476,0.000405452,0.0002994961,0.001069059,0.004556754,0.003959036,0.001224089,0.001380969,0.004296823],"category_scores_gemma":[0.01009379,0.0003627922,0.000252137,0.001000911,0.004968246,0.002231619,0.00398567,0.001004587,0.0006271426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0109165,"about_ca_system_score_gemma":0.01962282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05504042,"about_ca_topic_score_gemma":0.1305911,"domain_scores_codex":[0.9935547,0.002992632,0.0002786365,0.0004816717,0.001950259,0.00074203],"domain_scores_gemma":[0.9942877,0.001465984,0.0007371244,0.0006386886,0.002026056,0.0008445763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001312501,0.0004414643,0.0439677,0.001892984,0.00007063233,0.004601449,0.05763411,0.01329887,0.01506146,0.1546672,0.01605231,0.6921805],"study_design_scores_gemma":[0.00006920668,0.001379077,0.0647883,0.00123334,0.00007062963,0.002794546,0.03376783,0.01041435,0.006038186,0.07326043,0.8060753,0.0001088071],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4710211,0.005591484,0.1251234,0.02877216,0.0002468941,0.001423397,0.00009408125,0.000638633,0.3670887],"genre_scores_gemma":[0.8288937,0.001958305,0.1138475,0.002471926,0.00003060429,0.0004537249,0.0000517863,0.0001444182,0.05214803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05504042,"threshold_uncertainty_score":0.1094401,"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."}}