{"id":"W7071881962","doi":"","title":"Transforming Postsecondary Education with Service Design: Engaging with Colleges in the Greater Toronto Area (GTA)","year":2023,"lang":"en","type":"other","venue":"OCAD University Open Research Repository (OCAD University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Student affairs; Service (business); Service design; Archetype; Service delivery framework; Higher education","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"],"consensus_categories":[],"category_scores_codex":[0.002124053,0.0007937495,0.0008005196,0.002577717,0.002045472,0.0005724655,0.004515912,0.0006071554,0.00004002331],"category_scores_gemma":[0.00002278884,0.0006939973,0.000129746,0.005164342,0.0007554028,0.002433138,0.0004819132,0.00192619,0.0002039204],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004931447,"about_ca_system_score_gemma":0.005103625,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07330198,"about_ca_topic_score_gemma":0.2064986,"domain_scores_codex":[0.991501,0.003572957,0.0002594027,0.001571849,0.001776225,0.001318522],"domain_scores_gemma":[0.996406,0.0005032088,0.0003438992,0.001538238,0.0007755401,0.0004331188],"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":[0.01405876,0.001430802,0.006856026,0.0008544298,0.00220194,0.01962731,0.0267026,0.0003355751,0.001244656,0.8064432,0.1187915,0.001453234],"study_design_scores_gemma":[0.004191051,0.0008304404,0.00207989,0.002751924,0.0003828065,0.0002371947,0.1049863,0.00006624128,0.0002729581,0.000007320705,0.8829238,0.001270097],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008070311,0.0001486192,0.0001316305,0.0005322253,0.0001313842,0.004873354,0.0001685414,0.0004784033,0.9854655],"genre_scores_gemma":[0.02568373,0.000206386,0.0006672069,0.00006618386,0.0001297059,0.00001096155,0.0001016721,0.001003926,0.9721302],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8064358,"threshold_uncertainty_score":0.9995511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07324735845532333,"score_gpt":0.2910648075087766,"score_spread":0.2178174490534532,"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."}}