{"id":"W4390365870","doi":"10.18280/ijsdp.181208","title":"Assessing Stakeholder Collaboration and Participation in Spatial Planning: A Case Study of Talang Kelapa Urban Area, South Sumatera, Indonesia","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Local Economic Development and Planning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Environmental planning; Spatial planning; Environmental resource management; Urban planning; Geography; Business; Stakeholder engagement; Civil engineering; Political science; Engineering; Environmental science; Public relations","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":[0.001620709,0.0001087313,0.0002097051,0.0007139004,0.0002520102,0.0003579595,0.0001070984,0.00006511012,0.00001596822],"category_scores_gemma":[0.000195589,0.0001084872,0.00001241805,0.0003217345,0.00004148525,0.0009412464,0.00006225202,0.0001350793,6.602929e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162122,"about_ca_system_score_gemma":0.0004329155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005730455,"about_ca_topic_score_gemma":0.0001100731,"domain_scores_codex":[0.9985471,0.0001075526,0.0005964144,0.0001390752,0.0003648748,0.0002449275],"domain_scores_gemma":[0.9988698,0.0001987147,0.0004293526,0.00002982665,0.0003905358,0.00008176358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007066963,0.00004155817,0.6571779,0.0000178122,0.00005035006,0.005972314,0.3322654,0.001381767,0.000005808837,0.00005668747,0.00007433983,0.002885348],"study_design_scores_gemma":[0.0009466993,0.00003995319,0.351172,0.0001528892,0.00001053457,0.00004387805,0.6464843,0.000330882,0.00003035709,0.00004084643,0.0006326837,0.0001150241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988171,0.00007986798,0.0001149068,0.00008975899,0.0002450403,0.0001865708,9.40253e-7,0.00001362796,0.0004522176],"genre_scores_gemma":[0.9993723,0.000005502225,0.0001930457,0.00001518873,0.0001021861,0.000007872542,0.00001132169,0.000007414816,0.0002851764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3142188,"threshold_uncertainty_score":0.4423979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07369907151143572,"score_gpt":0.3489773833818448,"score_spread":0.2752783118704091,"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."}}