{"id":"W4400966491","doi":"10.18060/27711","title":"Intersecting Assets","year":2024,"lang":"en","type":"article","venue":"Metropolitan Universities","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Vendor; Public relations; Apprenticeship; Procurement; Institution; Reactionary; Community development; Business; Community engagement; Community organization; Marketing; Sociology; Political science; Economic growth; Economics; Politics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000324781,0.00004833567,0.00005699963,0.0001520111,0.0003406141,0.0001241076,0.0001202206,0.0000358608,0.001922643],"category_scores_gemma":[0.00003855073,0.00005049714,0.00005594102,0.0003203632,0.0002557446,0.0002516833,0.00002096287,0.0000857988,0.0001990957],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001769959,"about_ca_system_score_gemma":0.0003406368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007997739,"about_ca_topic_score_gemma":0.001093512,"domain_scores_codex":[0.9993444,0.0001347207,0.00005834043,0.0001241894,0.0001502187,0.0001881097],"domain_scores_gemma":[0.9996679,0.0001183465,0.000009023533,0.00007969714,0.00004274737,0.00008229164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000001729027,0.00001007476,0.004538333,0.00001469557,0.00001876791,0.000007487739,0.04851418,2.444266e-7,0.00001248601,0.9373867,0.008840676,0.0006546616],"study_design_scores_gemma":[0.00002371471,0.00001150594,0.0009893739,0.00001648763,0.00001036795,4.534204e-7,0.5013564,0.000003877242,0.00003108216,0.004618828,0.4928631,0.00007486494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5345612,0.0002686477,0.0003051601,0.003252896,0.00131947,0.00003949183,0.000004578711,0.0002944021,0.4599541],"genre_scores_gemma":[0.9527714,0.000009847236,0.0002451991,0.00006096397,0.0002451912,5.246892e-7,0.000001588236,0.000004912519,0.0466604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9327678,"threshold_uncertainty_score":0.9989898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0284963761086915,"score_gpt":0.3560092194618526,"score_spread":0.3275128433531611,"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."}}