{"id":"W1845021688","doi":"10.24908/pceea.v0i0.4693","title":"TEACHERS-IN-SERVICE PROGRAM IN MANITOBA","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Service (business); Medical education; Science and engineering; Mathematics education; Engineering; Psychology; Computer science; Medicine; Engineering ethics; Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005896183,0.0006547306,0.0001850016,0.0008826758,0.009219051,0.001286193,0.002095487,0.0008730253,0.04022073],"category_scores_gemma":[0.0005651534,0.0004855965,0.000227593,0.0009140879,0.001155121,0.0004995708,0.003372771,0.001460716,0.007711449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01143436,"about_ca_system_score_gemma":0.08327108,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7172767,"about_ca_topic_score_gemma":0.9258282,"domain_scores_codex":[0.9994735,0.00007680436,0.00001014019,0.00008135368,0.0001144367,0.0002438492],"domain_scores_gemma":[0.9978954,0.00003251385,0.00004145351,0.00003680565,0.0003354691,0.001658436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009279018,0.00571607,0.1689071,0.001160266,0.00006238148,0.0094576,0.04944071,0.0008741172,0.04279067,0.01140358,0.324418,0.3848417],"study_design_scores_gemma":[0.0001451704,0.0005910113,0.1791171,0.0003077883,0.00002974866,0.000965364,0.02989173,0.0005969807,0.003607841,0.0005351449,0.7841483,0.0000637649],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5542089,0.002956626,0.005465309,0.02390977,0.001615045,0.003960589,0.00807629,0.002393376,0.3974141],"genre_scores_gemma":[0.3332214,0.002247425,0.01234987,0.008290595,0.0001820295,0.001628365,0.003805883,0.0004444682,0.63783],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7172767,"threshold_uncertainty_score":0.5687766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079907654165077,"score_gpt":0.2275267247123293,"score_spread":0.2167276481706785,"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."}}