{"id":"W3200575069","doi":"","title":"Sibbald, T. M., & Handford, V. (Eds.). (2020). Beyond the Academic Gateway: Looking Back on the Tenure-Track Journey. University of Ottawa Press.","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Gateway (web page); Sociology; Media studies; Track (disk drive); Political science; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037118,0.00009500517,0.0001063857,0.0001226065,0.000403467,0.0001307801,0.0004241992,0.00006561779,0.0003383245],"category_scores_gemma":[0.000200143,0.00006979392,0.00005982925,0.0004112159,0.0001706942,0.0002674427,0.00001779018,0.0003275688,0.000009939106],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007394831,"about_ca_system_score_gemma":0.009301413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005804312,"about_ca_topic_score_gemma":0.004757011,"domain_scores_codex":[0.9990918,0.0001026565,0.0003116299,0.0001281479,0.0002063211,0.0001594237],"domain_scores_gemma":[0.9981511,0.0004148384,0.000346734,0.0002090765,0.0006389244,0.0002393118],"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":[0.000003365424,0.00003722035,0.0004737412,0.000009057218,0.00003274065,0.000004877686,0.001216441,0.00004414605,0.00005559297,0.9336664,0.06283315,0.001623251],"study_design_scores_gemma":[0.0005227621,0.0002914949,0.1232697,0.0001896941,0.00004942987,0.001475388,0.005691535,0.0002485735,0.001858041,0.09155419,0.7745113,0.0003378785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1373383,0.003653679,0.000243986,0.8441593,0.0005663358,0.000106069,0.00004569561,0.000002531344,0.01388412],"genre_scores_gemma":[0.9929621,0.0006055218,0.0005757188,0.002476543,0.0006562973,8.299971e-7,0.00001100651,0.000004883302,0.00270707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8556239,"threshold_uncertainty_score":0.9963149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02868073269565721,"score_gpt":0.2851714059754679,"score_spread":0.2564906732798107,"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."}}