{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001648109,0.0005288571,0.0005806375,0.001585641,0.0002927669,0.00003320599,0.001113024,0.0006694794,0.003879135],"category_scores_gemma":[0.00002789012,0.000701791,0.0003265172,0.001312596,0.0003386223,0.0001415279,0.001002272,0.0005382248,0.06409301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008560898,"about_ca_system_score_gemma":0.0001779256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002124427,"about_ca_topic_score_gemma":0.006427974,"domain_scores_codex":[0.9975677,0.000164871,0.0001098035,0.0008965533,0.0006206013,0.0006404554],"domain_scores_gemma":[0.9984679,0.00006727556,0.0001996256,0.0008863297,0.00006268451,0.0003161958],"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":[0.00005222351,0.00006596692,0.007312074,0.00003701379,0.0003362433,0.0005759652,0.0002331447,0.000008565032,0.00006233322,0.0005286139,0.9905795,0.0002083419],"study_design_scores_gemma":[0.001050761,0.00002370292,0.0008865615,0.0001000467,0.0002946845,0.000003760794,0.0006829767,0.00009372217,0.000008430483,0.000004258792,0.9961398,0.0007112433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001232301,0.0001229338,0.00006553118,0.000086916,0.0004760381,0.0004285605,0.005189593,0.009837934,0.9825602],"genre_scores_gemma":[0.001430926,0.0001202949,0.0000982756,0.00003906444,0.0002879701,2.833564e-7,0.0001998162,0.002275307,0.9955481],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06021387,"threshold_uncertainty_score":0.9995433,"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."}}