{"id":"W6927395714","doi":"10.26180/24785424","title":"Urban Superdiversity: Web App Source Code","year":2023,"lang":"en","type":"other","venue":"Monash University","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Source code; Code (set theory); Interface (matter); Open source; Web application; Sample (material)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000733323,0.001134249,0.0004389357,0.002704152,0.0006709277,0.001782823,0.001369765,0.0008228112,0.3907693],"category_scores_gemma":[0.005556671,0.0007611865,0.0006264517,0.002017907,0.0003292575,0.001864905,0.002483813,0.001128582,0.3212235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006841724,"about_ca_system_score_gemma":0.001944662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01368565,"about_ca_topic_score_gemma":0.01901275,"domain_scores_codex":[0.9994968,0.00004711339,0.00004401656,0.00008953118,0.0002554854,0.00006710399],"domain_scores_gemma":[0.9974685,0.0006109849,0.0001253716,0.0002328282,0.001320458,0.000241953],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004469041,0.0000225362,0.0004420091,0.0002906814,0.000005151564,0.00005257898,0.00009471487,0.0001530113,0.0003030644,0.0006144291,0.9788412,0.01913592],"study_design_scores_gemma":[0.00004886229,0.00001086172,0.002402298,0.000234145,0.000007545293,0.00009533238,0.00007393758,0.0007568381,0.0008186505,0.001061522,0.9944552,0.00003486693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.002626641,0.0002452075,0.022157,0.0007994832,0.0005599814,0.0009365313,0.6420162,0.1838392,0.1468197],"genre_scores_gemma":[0.009204001,0.000449663,0.02444332,0.001097414,0.0001616377,0.001646309,0.6358273,0.1672287,0.1599417],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.3907693,"threshold_uncertainty_score":0.8689937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01284394357584374,"score_gpt":0.1845313309084211,"score_spread":0.1716873873325773,"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."}}