{"id":"W6958663769","doi":"10.6084/m9.figshare.c.6902232.v1","title":"Departmental conditions for professional learning of instructors in vocational and professional education","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Genetic and Environmental Crop Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Northern Alberta Institute of Technology","funders":"","keywords":"Vocational education; Professional development; Professional learning community; Professional studies; Documentation; Workload; Continuing professional development; Professional communication","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001292496,0.00008474972,0.00009194379,0.00001745181,0.0000432491,0.000005869871,0.00004289286,0.00008968196,0.05319063],"category_scores_gemma":[0.0000319567,0.00003662883,0.00002938729,0.00004847618,0.00001577901,0.00001325269,0.00006611087,0.00007309285,0.00009896914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001473803,"about_ca_system_score_gemma":0.00002026607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001583596,"about_ca_topic_score_gemma":0.0001262722,"domain_scores_codex":[0.9995819,0.00001364529,0.00009396646,0.000153499,0.00008350839,0.00007349753],"domain_scores_gemma":[0.9998487,0.00004234402,0.00006666382,0.00001231881,0.000008134186,0.00002189693],"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":[0.00000336741,0.00006862148,0.001305019,0.0002092421,0.00001205084,2.088924e-7,0.00004536124,2.341602e-7,0.0006082364,0.00005281855,0.9904422,0.007252685],"study_design_scores_gemma":[0.00008206243,0.0000627378,0.1937506,0.002432561,0.00000851205,0.000002739246,0.0007504422,0.0000054368,0.00008245325,0.0003159682,0.8023725,0.0001339713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.1885029,0.01006655,4.910914e-8,0.0009141372,0.001330734,0.003034719,0.6680306,0.0001242345,0.1279961],"genre_scores_gemma":[0.3189712,0.00002904019,0.00008168462,0.00006515249,0.0003630861,0.001178366,0.2750552,0.00001372116,0.4042426],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.3929754,"threshold_uncertainty_score":0.9476749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01948589844068914,"score_gpt":0.2704592858370121,"score_spread":0.250973387396323,"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."}}