{"id":"W2512758688","doi":"10.20533/licej.2040.2589.2013.0141","title":"Rethinking 21st Century Professional Development","year":2013,"lang":"en","type":"article","venue":"Literacy Information and Computer Education Journal","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Development (topology); Engineering ethics; Political science; Engineering management; Business; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01931727,0.0004996905,0.000376144,0.002406663,0.01064482,0.01683211,0.002404656,0.004131646,0.005570239],"category_scores_gemma":[0.01497795,0.0005234166,0.0005269405,0.001177761,0.06815127,0.01658078,0.01820739,0.005745835,0.001506294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01298357,"about_ca_system_score_gemma":0.01591486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006938155,"about_ca_topic_score_gemma":0.009768666,"domain_scores_codex":[0.9821324,0.01054228,0.0006036537,0.001893941,0.003300318,0.001527363],"domain_scores_gemma":[0.9832888,0.008761879,0.0007126636,0.003464384,0.001730907,0.002041245],"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":[0.000008664634,0.00005146501,0.0006581192,0.0001028905,0.000005889684,0.0001620371,0.07133936,0.0002818016,0.0003098302,0.8852741,0.00409709,0.03770866],"study_design_scores_gemma":[0.00001633316,0.00005683786,0.0004297553,0.0002800529,0.000004887444,0.0003885904,0.02929275,0.001000979,0.0004294381,0.3996003,0.5684774,0.00002266834],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07073722,0.007468963,0.1917438,0.1123052,0.00231712,0.0002305621,0.00003611455,0.0004848705,0.6146762],"genre_scores_gemma":[0.8762974,0.003317939,0.04915682,0.007806004,0.0005498034,0.000271211,0.00003011488,0.0003046869,0.06226612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01931727,"threshold_uncertainty_score":0.1021607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039945815913311,"score_gpt":0.3022632687969567,"score_spread":0.2918638106378236,"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."}}