{"id":"W3181694752","doi":"10.47611/jsr.v10i2.1184","title":"Shifting Mindsets","year":2021,"lang":"en","type":"article","venue":"Journal of Student Research","topic":"Housing, Finance, and Neoliberalism","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Legislation; Public housing; Affordable housing; Public administration; Order (exchange); Government (linguistics); Coalition government; Political science; Prime minister; Politics; Business; Economic growth; Economics; Law; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00268486,0.0000815727,0.0003556171,0.0003793041,0.0001729094,0.0001816058,0.0003817681,0.00007160929,0.0005166237],"category_scores_gemma":[0.00010052,0.00008376168,0.0001536856,0.0005051427,0.00006269672,0.0002130574,0.00016697,0.0006120928,0.0002905835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001526213,"about_ca_system_score_gemma":0.0001115686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003523275,"about_ca_topic_score_gemma":0.00001841687,"domain_scores_codex":[0.998339,0.00006183748,0.0007434668,0.0001947828,0.0002595788,0.0004013183],"domain_scores_gemma":[0.9988183,0.0001248359,0.0003262318,0.0002157739,0.0003897693,0.0001251043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001056526,0.001890269,0.6650667,0.0001555351,0.0005271823,0.004463751,0.01766412,0.0001246526,0.00197421,0.2393811,0.04949903,0.01914787],"study_design_scores_gemma":[0.001347514,0.0002645569,0.3317544,0.0001266492,0.000005712305,0.0002138471,0.001113761,0.00004360328,0.001553272,0.005277703,0.6580754,0.0002235673],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9113797,0.005966302,0.0001747939,0.001573182,0.0005184702,0.00005115214,0.000006415667,0.000004010603,0.08032595],"genre_scores_gemma":[0.9928828,0.001351841,0.0007526143,0.000129983,0.0005554233,0.000001820848,8.710284e-7,0.00001642079,0.004308258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6085764,"threshold_uncertainty_score":0.5656667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2039125996777691,"score_gpt":0.3902591718133944,"score_spread":0.1863465721356252,"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."}}