{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002546065,0.0001120042,0.000192211,0.0009064327,0.00456417,0.004167257,0.000947322,0.0005145731,0.005773227],"category_scores_gemma":[0.01216789,0.0002289348,0.0001840624,0.0008015373,0.00344014,0.0005259258,0.002754904,0.0008765745,0.0003014685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008088139,"about_ca_system_score_gemma":0.01025235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03015241,"about_ca_topic_score_gemma":0.07737026,"domain_scores_codex":[0.9944031,0.002192348,0.0003576041,0.0005081673,0.001061631,0.001477072],"domain_scores_gemma":[0.9761444,0.005687357,0.00563098,0.0008381899,0.002962727,0.008736334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002468878,0.0005363246,0.8564419,0.0001402093,0.00002487211,0.0009464489,0.08638515,0.000235217,0.004293368,0.002052481,0.002040817,0.04665633],"study_design_scores_gemma":[0.00001643251,0.0002653371,0.7601797,0.0001095289,0.00001803404,0.0003534932,0.2282328,0.0003147721,0.0009469808,0.0007155996,0.008809689,0.0000376505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994972,0.00008613827,0.0001817642,0.0002759478,0.000011304,0.00001489864,0.00002844667,0.00001057962,0.004418937],"genre_scores_gemma":[0.9995899,0.00002134787,0.00008771577,0.00002471868,0.00000412998,0.000006458746,0.00001000257,0.000002000794,0.0002536412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03015241,"threshold_uncertainty_score":0.05995381,"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."}}