{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004255243,0.0001652824,0.0001639192,0.0005072065,0.00003492254,0.00004909766,0.0002576046,0.0001827677,0.00002759127],"category_scores_gemma":[0.0002937416,0.0001825562,0.00004754839,0.0009903525,0.000005829339,0.0003129268,0.00001267994,0.0003576171,0.00002238644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003406087,"about_ca_system_score_gemma":0.0002424116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01141745,"about_ca_topic_score_gemma":0.05922706,"domain_scores_codex":[0.9988703,0.000005144962,0.0003133699,0.0001148929,0.0001961517,0.0005001402],"domain_scores_gemma":[0.9994226,0.0000342542,0.00008496524,0.0001000938,0.0001474238,0.0002106908],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000001131299,0.0002115549,0.9493231,0.0005193325,0.00004720097,6.950372e-8,0.008727182,0.01407383,0.001700277,0.004394277,0.01636079,0.004641281],"study_design_scores_gemma":[0.0001804792,0.000004875387,0.9070272,0.0001466373,0.00001310376,0.000002366342,0.0008802568,0.005384895,0.0008148167,0.00003481148,0.0852275,0.0002829912],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836237,0.000350963,0.000004528937,0.001687162,0.00282042,0.0004974943,0.000006562455,0.0002220945,0.01078704],"genre_scores_gemma":[0.9979863,0.00001676291,0.0009244569,0.0001402223,0.0002495347,0.0001827389,0.000007749852,0.00004898885,0.0004432372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06886671,"threshold_uncertainty_score":0.9951656,"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."}}