{"id":"W4400991587","doi":"10.69554/sild7564","title":"Recent grad refresh: Carleton University’s transformed approach to building relationships with new alumni","year":2022,"lang":"en","type":"article","venue":"Journal of education advancement & marketing.","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science; Sociology; Mathematics education; Mathematics","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":[0.01951148,0.0005191725,0.0003101811,0.001884915,0.02560047,0.02060992,0.004285316,0.005594674,0.01483102],"category_scores_gemma":[0.01317374,0.0007398986,0.0004898732,0.001208207,0.01196846,0.005877384,0.0190116,0.01171644,0.003910436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03380324,"about_ca_system_score_gemma":0.1009247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07413173,"about_ca_topic_score_gemma":0.2533144,"domain_scores_codex":[0.9863397,0.00593542,0.0003234817,0.001300056,0.003049311,0.00305199],"domain_scores_gemma":[0.9766147,0.001662864,0.0006591934,0.001883755,0.004041619,0.01513802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002074257,0.0008270243,0.0117208,0.0005605474,0.00003903201,0.002106173,0.09851662,0.0007290259,0.005232643,0.1011406,0.4118759,0.367044],"study_design_scores_gemma":[0.00003329926,0.0003473819,0.007746627,0.0002975634,0.000009300057,0.000555121,0.05001154,0.0003012663,0.001699337,0.006559509,0.9323242,0.0001149901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.172962,0.004415203,0.02800777,0.5044445,0.008374242,0.002927675,0.0002989254,0.001592372,0.2769774],"genre_scores_gemma":[0.4350667,0.00292886,0.0456942,0.08154993,0.000959554,0.001038004,0.0001897575,0.0003975692,0.4321754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07413173,"threshold_uncertainty_score":0.2452608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06125990678611417,"score_gpt":0.3760690168405321,"score_spread":0.3148091100544179,"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."}}