{"id":"W4404521993","doi":"10.32891/jps.v9i2.1826","title":"Young Gamechangers","year":2024,"lang":"en","type":"article","venue":"The Journal of Public Space","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002629262,0.00004083213,0.0000653714,0.00005477218,0.0001520844,0.0001770959,0.0002913869,0.00003083111,0.0001157813],"category_scores_gemma":[0.0004008189,0.00002475562,0.00005282525,0.0003077198,0.0001018818,0.0002875131,0.00001454712,0.000207105,0.00004179002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291038,"about_ca_system_score_gemma":0.0004073858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008118277,"about_ca_topic_score_gemma":0.0004719373,"domain_scores_codex":[0.9991534,0.0001421107,0.00009558354,0.00003717506,0.0004004585,0.0001712957],"domain_scores_gemma":[0.9995132,0.0001676245,0.00009482027,0.00006613963,0.00007807271,0.00008015714],"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":[0.00001620501,0.00002872507,0.001818513,0.00001561805,0.0001201136,0.0001006399,0.1079855,0.00003819835,0.0005504606,0.269849,0.6111705,0.008306473],"study_design_scores_gemma":[0.00008357734,0.00004553971,0.0009573409,0.0001053972,0.00002815288,0.00007011941,0.01080986,0.00003210756,0.00005931207,0.00395257,0.983794,0.00006206297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3480319,0.03275572,0.0107497,0.4416728,0.008530459,0.0001566112,0.000008076447,0.0001634453,0.1579313],"genre_scores_gemma":[0.9838803,0.0005191116,0.00009611451,0.0001191576,0.0007856428,2.411229e-7,6.519497e-8,0.000005447289,0.01459392],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6358484,"threshold_uncertainty_score":0.170774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0449934495832331,"score_gpt":0.3113017140209893,"score_spread":0.2663082644377562,"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."}}