{"id":"W7005051240","doi":"","title":"playful impressions","year":2022,"lang":"en","type":"dissertation","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Immigration; Set (abstract data type); Atmosphere (unit); Placemaking","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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001368058,0.0003920555,0.0008528728,0.001762805,0.004357985,0.0004692607,0.003704481,0.0004234215,0.001017749],"category_scores_gemma":[0.000078508,0.0005709563,0.0003824596,0.001388367,0.0004045705,0.001198166,0.001440188,0.001456874,0.003199877],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00203442,"about_ca_system_score_gemma":0.0005674329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006346431,"about_ca_topic_score_gemma":0.0005892596,"domain_scores_codex":[0.9964577,0.0002902827,0.0004419216,0.001624831,0.0002836986,0.00090158],"domain_scores_gemma":[0.9975423,0.0001588051,0.0005941508,0.001057285,0.0002510987,0.0003963314],"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":[0.0004118463,0.0001713777,0.0007660264,0.00005260437,0.0003357847,0.0004921181,0.00162544,0.00003028268,0.00003736959,0.9118536,0.08410471,0.0001188929],"study_design_scores_gemma":[0.00111471,0.0001223906,0.001302934,0.00005850854,0.00004817366,0.000005328374,0.0280041,0.00007799127,0.00005909536,0.0004409837,0.968164,0.0006017565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02529204,0.0004846965,0.000007903056,0.0001086744,0.003151274,0.00081348,0.001028723,0.00007314951,0.96904],"genre_scores_gemma":[0.02434232,0.000750666,0.00008182389,0.00001753198,0.00009252938,0.000002488615,0.0004252776,0.00004584975,0.9742415],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9114125,"threshold_uncertainty_score":0.9998955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1017593508761925,"score_gpt":0.2878011856656275,"score_spread":0.186041834789435,"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."}}