{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002342869,0.0005844476,0.0003715499,0.002415609,0.005252976,0.01166645,0.001768825,0.001533056,0.176387],"category_scores_gemma":[0.005231332,0.0003414745,0.0004330975,0.003596672,0.002955223,0.01070344,0.01908054,0.001839982,0.0265244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003318571,"about_ca_system_score_gemma":0.006052494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003783667,"about_ca_topic_score_gemma":0.006290668,"domain_scores_codex":[0.9971731,0.0008783381,0.0001411343,0.000407454,0.0007189922,0.0006811119],"domain_scores_gemma":[0.9971989,0.0003908997,0.000191768,0.0006281189,0.000537865,0.001052417],"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":[0.00005442135,0.00007788068,0.004350235,0.0002182423,0.0000217969,0.0007183242,0.00559264,0.0004575778,0.0004171315,0.7646603,0.06681673,0.1566147],"study_design_scores_gemma":[0.000007043921,0.00003884827,0.0009031076,0.0002284771,0.00001030648,0.0004566355,0.005211619,0.0002790345,0.0002020915,0.06687413,0.9257776,0.00001121368],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0100691,0.0009816282,0.01183312,0.003930994,0.0002869077,0.00009662735,0.0003338288,0.0002913447,0.9721764],"genre_scores_gemma":[0.4352598,0.003980946,0.02796685,0.002340469,0.0003547687,0.0002992119,0.002107163,0.0004071463,0.5272836],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.176387,"threshold_uncertainty_score":0.5900735,"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."}}