{"id":"W4401341097","doi":"10.1080/13636820.2024.2388410","title":"Ontario college media professor careers across five decades","year":2024,"lang":"en","type":"article","venue":"Journal of Vocational Education and Training","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mathematics education; Library science; Media studies; Sociology; Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001371126,0.0001659353,0.0002368196,0.002724547,0.009913375,0.003721602,0.0009353252,0.000589826,0.01652788],"category_scores_gemma":[0.00551194,0.000320864,0.000189458,0.00473473,0.002294792,0.001574471,0.002309172,0.000749933,0.00214126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03894673,"about_ca_system_score_gemma":0.05390596,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.8891773,"about_ca_topic_score_gemma":0.9704167,"domain_scores_codex":[0.9980064,0.0001457679,0.00004917137,0.0002141684,0.0008315486,0.0007530922],"domain_scores_gemma":[0.9883617,0.000708305,0.001734368,0.0003084222,0.003103304,0.005784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002083287,0.0001466623,0.4132476,0.0003653481,0.00001998704,0.0008247509,0.2124826,0.0001384729,0.00139122,0.01691096,0.1153328,0.2389314],"study_design_scores_gemma":[0.00001065462,0.0000663225,0.3835229,0.0002083894,0.00001039861,0.0002657116,0.1049302,0.0001140574,0.000320148,0.0003203291,0.510198,0.00003283402],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7803851,0.003897139,0.0005593142,0.01803196,0.0004768862,0.0001725956,0.003535074,0.00009943765,0.1928426],"genre_scores_gemma":[0.8011478,0.003393255,0.0005677535,0.001613186,0.0001705647,0.0001064882,0.0009488895,0.00004680871,0.1920054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8891773,"threshold_uncertainty_score":0.2825797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09585661265756833,"score_gpt":0.3807656803870629,"score_spread":0.2849090677294946,"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."}}