{"id":"W2469371676","doi":"10.1007/978-981-19-3747-7_21","title":"Theory-Based Metrological Traceability in Education: A Reading Measurement Network","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bill and Melinda Gates Foundation","keywords":"Traceability; Implementation; Reading (process); Variety (cybernetics); Computer science; Value (mathematics); Metrology; Quality (philosophy); Mathematics; Software engineering; Statistics; Political science; Artificial intelligence","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":[0.0101668,0.0004125524,0.0003908229,0.003242087,0.001390312,0.007079482,0.002472125,0.0021196,0.01499035],"category_scores_gemma":[0.01383812,0.0003504314,0.0002949186,0.003654764,0.003237011,0.008301131,0.003380027,0.002546577,0.003024392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004514822,"about_ca_system_score_gemma":0.004838071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004079537,"about_ca_topic_score_gemma":0.004498194,"domain_scores_codex":[0.9965906,0.001503533,0.0001171901,0.0004182317,0.00126518,0.000105326],"domain_scores_gemma":[0.9847234,0.01045103,0.0004159301,0.001313589,0.002457959,0.0006380206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001811412,0.0001166736,0.002433513,0.0001973125,0.000007373841,0.0001613757,0.001493304,0.004228901,0.0005870983,0.5166173,0.0402058,0.4339333],"study_design_scores_gemma":[0.000008234772,0.00005877277,0.002718998,0.0008154339,0.00001066775,0.0002997284,0.002120674,0.02705128,0.00234059,0.4646885,0.4998563,0.00003093654],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02366104,0.01206428,0.3304083,0.06065339,0.0008902787,0.0002181127,0.000418618,0.001895303,0.5697907],"genre_scores_gemma":[0.3348447,0.01330472,0.3864253,0.003423422,0.0005898345,0.0003059082,0.001212295,0.0006890789,0.2592047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01499035,"threshold_uncertainty_score":0.05376786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3333963567846454,"score_gpt":0.4093843793592309,"score_spread":0.07598802257458559,"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."}}