{"id":"W2526635995","doi":"","title":"THE DEVELOPMENT OF A SPATIAL DATA INFRASTRUCTURE IN THE ASIA-PACIFIC REGION WITH SPECIAL REFERENCE TO AUSTRALIA","year":2019,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography; Cartography; Regional science; Spatial analysis; Remote sensing","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":[],"consensus_categories":[],"category_scores_codex":[0.001135766,0.00007809393,0.000125895,0.00005741163,0.0003746818,0.00007675023,0.0007786955,0.00004393975,0.00005713211],"category_scores_gemma":[0.0001138402,0.00003980739,0.00001097387,0.0003892212,0.0001465889,0.0001501637,0.0001236356,0.0000960207,0.0001100821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003047374,"about_ca_system_score_gemma":0.0001408011,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000789652,"about_ca_topic_score_gemma":0.02194365,"domain_scores_codex":[0.9986391,0.0001088099,0.0003329335,0.0001194142,0.000573522,0.0002262319],"domain_scores_gemma":[0.9991063,0.0001372175,0.0001550527,0.000481868,0.00009146925,0.0000280246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001264333,0.00004192347,0.1888098,0.0001208765,0.00009346132,0.00000286695,0.6610578,0.00004222715,0.00001211367,0.1070017,0.02375246,0.01893841],"study_design_scores_gemma":[0.0001786087,0.00003692785,0.4791375,0.00008394498,0.000006006191,0.000002071989,0.1482686,0.00001046065,0.000005614807,0.0007438348,0.3714192,0.0001072495],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8346463,0.000006452773,0.0003419291,0.003460747,0.00030149,0.001296028,0.00001019045,0.00001782745,0.159919],"genre_scores_gemma":[0.998332,0.000002912339,0.0009279798,0.00002150905,0.0001020176,0.00002207062,0.00000771879,0.000002295819,0.0005815591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5127892,"threshold_uncertainty_score":0.9959033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.057252180460337,"score_gpt":0.3061421168172461,"score_spread":0.2488899363569091,"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."}}