{"id":"W4317381171","doi":"10.3138/cjpe.74487","title":"New Insights for Tracking and Reporting Milestones","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Program Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tracking (education); Reflection (computer programming); Process (computing); Metric (unit); Developmental Milestone; Key (lock); Critical reflection; Psychology; Computer science; Operations management; Pedagogy; Engineering; Computer security; Developmental psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2151451,0.001700409,0.001251615,0.01461338,0.007688149,0.03237232,0.005517122,0.006088333,0.007028479],"category_scores_gemma":[0.4096511,0.001411804,0.001278838,0.01005309,0.01895353,0.03564445,0.01509615,0.01379155,0.00193673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03109069,"about_ca_system_score_gemma":0.05603034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03288522,"about_ca_topic_score_gemma":0.05117391,"domain_scores_codex":[0.737672,0.2051969,0.01893497,0.007146046,0.02662206,0.004428035],"domain_scores_gemma":[0.4786948,0.3199069,0.03143166,0.02896008,0.132945,0.008061513],"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":[0.0001713302,0.0002896315,0.009670857,0.002067764,0.00005826627,0.0005620719,0.08756912,0.003918292,0.0009795655,0.5447936,0.0587495,0.29117],"study_design_scores_gemma":[0.00009692136,0.0003418851,0.006314512,0.01018832,0.0001180905,0.0007232474,0.09194895,0.01731311,0.004311562,0.4488501,0.4193231,0.0004701891],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02841768,0.005654712,0.5400279,0.346038,0.002673705,0.001596312,0.0007762766,0.001592773,0.07322272],"genre_scores_gemma":[0.3650822,0.003872144,0.6130717,0.008830765,0.000567477,0.001404815,0.0004777916,0.0004565304,0.006236479],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2151451,"threshold_uncertainty_score":0.9678658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6188240831545975,"score_gpt":0.573439920067952,"score_spread":0.0453841630866455,"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."}}