{"id":"W2926367912","doi":"10.5539/jsd.v12n2p82","title":"Industrial- or Residential-Dominant Development? A Comparative Analysis of Maritime Industrial Development Areas of Liaoning, China","year":2019,"lang":"en","type":"article","venue":"Journal of Sustainable Development","topic":"Economic Zones and Regional Development","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"China; Recreation; Sustainable development; Business; Geography; Investment (military); Land use; Position (finance); Environmental planning; Government (linguistics); Economic growth; Environmental resource management; Economic geography; Environmental protection; Economics; Political science; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003482601,0.0004987396,0.00266721,0.002942268,0.000215308,0.00008949123,0.0007861374,0.0003635443,0.001422852],"category_scores_gemma":[0.0002464651,0.0004481095,0.0004014611,0.001881418,0.0001249788,0.0005329772,0.0003936274,0.0005090595,0.00007638623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001465441,"about_ca_system_score_gemma":0.004023877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001366643,"about_ca_topic_score_gemma":0.00006553441,"domain_scores_codex":[0.9930974,0.00007798414,0.00507946,0.0005633945,0.000394286,0.0007874542],"domain_scores_gemma":[0.9934404,0.0001928959,0.005037148,0.0003623443,0.0006793088,0.0002878386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004091339,0.002297604,0.8599977,0.0008492079,0.02427574,0.0004443984,0.0521569,0.004881789,0.0001551062,0.03725865,0.007568966,0.00602252],"study_design_scores_gemma":[0.007103454,0.0004257815,0.6642967,0.000699895,0.0003208378,0.00005446713,0.01305323,0.0001867512,0.01289629,0.0005764774,0.2991764,0.00120962],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933916,0.0007184354,0.0007231622,0.0001787437,0.0006981303,0.0007322077,0.00001421382,0.000009131676,0.003534403],"genre_scores_gemma":[0.975661,0.0001100735,0.008664478,0.00003959278,0.00009522498,0.00003004137,0.0000490275,0.00003437743,0.01531613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2916075,"threshold_uncertainty_score":0.999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05121083987140348,"score_gpt":0.2426157185554401,"score_spread":0.1914048786840366,"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."}}