{"id":"W7164938093","doi":"10.1080/17153379.2021.12559866","title":"Shareholder Cities: Land Transformations Along Urban Corridors in India. The City in the Twenty-First Century.","year":2021,"lang":"en","type":"article","venue":"Pacific Affairs","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Shareholder; Land use; City region; Land grabbing","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":[0.0008130379,0.0001235637,0.0001403775,0.00008420103,0.0006031511,0.0001482991,0.0003580714,0.00009673136,0.0004937946],"category_scores_gemma":[0.00008945249,0.00007756372,0.00006752155,0.0007024774,0.0002242162,0.0002385783,0.00002790783,0.0003010955,0.00004129501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129209,"about_ca_system_score_gemma":0.0001812849,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006812845,"about_ca_topic_score_gemma":0.03082504,"domain_scores_codex":[0.9984493,0.00029923,0.0002592889,0.0001905819,0.000414705,0.0003868708],"domain_scores_gemma":[0.999352,0.0003183188,0.00005080446,0.0001839321,0.00003693102,0.00005798167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008071085,0.0001273813,0.1140599,0.00002532113,0.00001898231,0.00005943494,0.8643761,0.00001491993,0.000001318009,0.009267136,0.01073331,0.001308132],"study_design_scores_gemma":[0.000259025,0.000005637368,0.0998024,0.00005131653,0.00000518531,0.000002878307,0.7990326,0.00001251131,0.000005650196,0.0004545804,0.1002378,0.0001303867],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08282056,0.0024383,0.00001430824,0.01979633,0.0008375139,0.0006350315,0.00005131343,0.0000636879,0.893343],"genre_scores_gemma":[0.9959792,0.002562873,0.00001313748,0.00008128376,0.00009997317,0.00005444562,0.00003577469,0.000007084164,0.001166206],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9131587,"threshold_uncertainty_score":0.9868599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524928374588673,"score_gpt":0.2441316028097124,"score_spread":0.2188823190638256,"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."}}