{"id":"W4387743702","doi":"10.4324/9781003347972-7","title":"Assessing the Content Knowledge, Skills, and Competencies of Teacher Candidates in an Online Learning Environment","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Content (measure theory); Medical education; Mathematics education; Computer science; Knowledge management; Medicine; Mathematics","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":[0.0007724454,0.0001469806,0.0001216766,0.0004307537,0.000795349,0.001428328,0.000317408,0.00024575,0.006314639],"category_scores_gemma":[0.00161716,0.00008151575,0.0001047164,0.0002941369,0.0002654808,0.0006594307,0.0005549692,0.0003721609,0.001747858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005939595,"about_ca_system_score_gemma":0.001341327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00216018,"about_ca_topic_score_gemma":0.01078435,"domain_scores_codex":[0.9996656,0.0001132788,0.00001321757,0.00002835499,0.0001360911,0.00004339134],"domain_scores_gemma":[0.9993601,0.0002857326,0.00005226471,0.00002464218,0.0001738759,0.000103235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000745993,0.0009656468,0.06529054,0.0003677684,0.000006092343,0.00115712,0.08223544,0.0005890267,0.02741578,0.006121485,0.03267338,0.783103],"study_design_scores_gemma":[0.00002496244,0.00304021,0.3347319,0.001439003,0.00003701826,0.006824313,0.1677583,0.003737391,0.05426095,0.003726444,0.4243292,0.00009049806],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8352511,0.0009515646,0.005680957,0.001389069,0.00008118329,0.0002033699,0.00009523122,0.0001440754,0.1562034],"genre_scores_gemma":[0.7942905,0.002245344,0.01956433,0.0002606455,0.00002815909,0.0001033526,0.0002154621,0.00004383573,0.1832484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006314639,"threshold_uncertainty_score":0.02112454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09989437529844243,"score_gpt":0.3595633941124238,"score_spread":0.2596690188139814,"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."}}