{"id":"W2947366068","doi":"","title":"Ophira - Invisible Cities Abridged","year":2018,"lang":"en","type":"article","venue":"MacEwan University Student Research Proceedings","topic":"Urban and Rural Development Challenges","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Geography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001991649,0.0001198785,0.0001459228,0.0004656395,0.0029644,0.0002655047,0.0009684751,0.0001160519,0.0006988644],"category_scores_gemma":[0.0001614555,0.0001243045,0.0000516053,0.001036571,0.001725368,0.0005152201,0.0005727362,0.0003606645,0.000430548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005023051,"about_ca_system_score_gemma":0.0002813429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533189,"about_ca_topic_score_gemma":0.001395894,"domain_scores_codex":[0.9970853,0.0001033217,0.0001056729,0.0003786673,0.001523846,0.000803175],"domain_scores_gemma":[0.9984124,0.00008192482,0.00004175683,0.00009190484,0.001075877,0.0002960803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001477417,0.0002125704,0.09878519,0.00005589053,0.0001169919,0.00005141477,0.2314723,4.721748e-8,0.0008626315,0.3392325,0.3260438,0.003018929],"study_design_scores_gemma":[0.0003375122,0.0001558386,0.05233141,0.00004123095,0.000005422014,5.473578e-7,0.2177058,0.000001735152,0.0002891007,0.0007620552,0.7281992,0.0001700658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5363439,0.00004344829,0.000001924829,0.006569762,0.0001198774,0.000294343,0.000002014328,0.000127666,0.4564971],"genre_scores_gemma":[0.8790183,0.0007513387,0.0001305388,0.00007281375,0.0004582068,0.00000180449,0.00000131065,0.000009564778,0.1195561],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4021554,"threshold_uncertainty_score":0.9983336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2154468790658206,"score_gpt":0.4272400197469299,"score_spread":0.2117931406811094,"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."}}