{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002896992,0.000645705,0.0004345013,0.0008816796,0.006639028,0.005032786,0.001781635,0.001979884,0.07857408],"category_scores_gemma":[0.004612203,0.0004538352,0.0005790631,0.0006438359,0.002125797,0.003352036,0.006884606,0.003334356,0.01798789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002458358,"about_ca_system_score_gemma":0.002372456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006913561,"about_ca_topic_score_gemma":0.05363314,"domain_scores_codex":[0.9978499,0.0005244129,0.00006117216,0.0003812337,0.0005030426,0.0006801853],"domain_scores_gemma":[0.995889,0.0003437309,0.0001542658,0.0001926702,0.0003976298,0.003022775],"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":[0.0004226,0.0008385187,0.01087902,0.0008021822,0.00003272386,0.002340606,0.1069432,0.00007511899,0.0024857,0.0306956,0.6519473,0.1925375],"study_design_scores_gemma":[0.00001662311,0.0001159453,0.003292941,0.00008929302,0.000003879071,0.00029133,0.02037925,0.00002709238,0.0002666906,0.0009728009,0.9745296,0.00001448343],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2470126,0.009275179,0.007096567,0.06451167,0.0182972,0.00227164,0.00324984,0.00241379,0.6458715],"genre_scores_gemma":[0.2176393,0.002655457,0.004804916,0.01501929,0.001137038,0.0009568885,0.001776189,0.0008316985,0.7551792],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07857408,"threshold_uncertainty_score":0.2628565,"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."}}