{"id":"W6988053821","doi":"","title":"Webinar: Sheridan’s International Alumni: Pathways to Triumphs","year":2021,"lang":"en","type":"article","venue":"SOURCE Sheridan's Institutional Repository (Sheridan College)","topic":"Higher Education and Employability","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Journalism; The arts; Animation; Performance art; Alice (programming language); Government (linguistics)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001033486,0.0004798498,0.0005107521,0.0002140072,0.003134016,0.0005559784,0.001089855,0.0003812513,0.002480743],"category_scores_gemma":[0.001044036,0.0005505426,0.0004278036,0.001316498,0.0009791462,0.0006930224,0.0003212853,0.0005227995,0.0005897553],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00212795,"about_ca_system_score_gemma":0.005837722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001251181,"about_ca_topic_score_gemma":0.0008596194,"domain_scores_codex":[0.9943813,0.0007151158,0.000939081,0.001221461,0.001837157,0.0009058911],"domain_scores_gemma":[0.9964789,0.0002519221,0.0002285257,0.0008674705,0.001178883,0.0009943302],"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":[0.001318192,0.00618898,0.1093256,0.000239134,0.001081143,0.002776571,0.07322589,0.007898136,0.04916761,0.5284977,0.2032797,0.01700132],"study_design_scores_gemma":[0.0007582647,0.00008951115,0.01235939,0.00008425814,0.00003836563,0.0001375409,0.006607396,0.00005318757,0.00238719,0.0008816098,0.9759172,0.0006860722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6268323,0.000203555,0.001427101,0.009148269,0.01097171,0.000720918,0.0001079398,0.00054808,0.3500401],"genre_scores_gemma":[0.9209499,0.00003951564,0.004278534,0.00186895,0.003032164,0.0002462701,0.0000675206,0.00006001431,0.06945714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7726375,"threshold_uncertainty_score":0.9997982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190816722886994,"score_gpt":0.2878076623220632,"score_spread":0.2658994950931933,"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."}}