{"id":"W7099468842","doi":"","title":"2001 Pan-Canadian Education Research Agenda Symposium Teacher Education/Educator Training: Current Trends and Future Directions","year":2014,"lang":"en","type":"article","venue":"","topic":"Benford’s Law and Fraud Detection","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lifelong learning; Professional development; Plan (archaeology); Qualitative research; Faculty development; Development plan; Perception","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01895244,0.0007951629,0.001047535,0.01003046,0.01362876,0.01600093,0.003215148,0.007352599,0.02261656],"category_scores_gemma":[0.01547689,0.0007297234,0.0006546006,0.0228969,0.006648012,0.009846634,0.004531627,0.005609185,0.002762919],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.1469257,"about_ca_system_score_gemma":0.3828605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9617941,"about_ca_topic_score_gemma":0.9810225,"domain_scores_codex":[0.992622,0.0009151401,0.0003741972,0.0007327616,0.002924419,0.002431495],"domain_scores_gemma":[0.9650664,0.006011086,0.001284994,0.0005386913,0.01958602,0.007512751],"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":[0.0001100137,0.0001919329,0.01504123,0.002885597,0.00002462119,0.0002765882,0.009397127,0.0003320705,0.0003747317,0.06929845,0.6022453,0.2998223],"study_design_scores_gemma":[0.00001235643,0.00002547478,0.03038531,0.003689144,0.00003131458,0.000101978,0.02496359,0.0001741074,0.0002272216,0.003417378,0.9369205,0.00005161701],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01066459,0.2311943,0.001267817,0.6218719,0.006329702,0.00009783528,0.002360519,0.0001767208,0.1260365],"genre_scores_gemma":[0.2650251,0.4504805,0.01593172,0.08244761,0.002567872,0.0003108171,0.005653411,0.0002419635,0.1773409],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8530743,"threshold_uncertainty_score":0.9894453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1002864081686343,"score_gpt":0.3925468550053284,"score_spread":0.2922604468366941,"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."}}