{"id":"W2178796089","doi":"10.12930/0271-9517-34.1.78","title":"Feature Book Review &amp; Citations","year":2014,"lang":"en","type":"article","venue":"NACADA Journal","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Blended learning; Syllabus; Curriculum; Computer science; Higher education; Active learning (machine learning); Workforce; Experiential learning; Process (computing); Educational technology; Mathematics education; Pedagogy; Psychology; Artificial intelligence; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00131829,0.00005329616,0.0001076699,0.00004278057,0.000743643,0.00007718612,0.0001658983,0.00006793116,0.001953441],"category_scores_gemma":[0.001029914,0.00004387456,0.00007836644,0.0001881523,0.00004430813,0.0002358965,0.00001016578,0.0005971065,0.0002105383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004094944,"about_ca_system_score_gemma":0.0002683008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008298884,"about_ca_topic_score_gemma":0.0001040434,"domain_scores_codex":[0.9989266,0.0003230783,0.0001116926,0.0000729496,0.0003639943,0.0002016946],"domain_scores_gemma":[0.9994317,0.0001108598,0.0001125015,0.00006717817,0.0001345614,0.0001431856],"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":[9.070119e-7,0.000008182793,0.0002165662,0.00001782414,0.000006722896,0.000001481583,0.0002986685,0.000002941481,0.00001343951,0.00275973,0.925953,0.07072059],"study_design_scores_gemma":[0.00007678444,0.00001090399,0.0001850815,0.0002740664,0.00001876713,0.00001690538,0.0001450029,0.000002263179,0.0000010643,0.0005914469,0.9986171,0.00006058578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001706176,0.300659,0.00289508,0.4785973,0.001192823,0.0002219684,0.000002588366,0.0001084952,0.2146166],"genre_scores_gemma":[0.01265477,0.3812498,0.05100117,0.1042391,0.01728627,0.00001317552,0.00002349871,0.00006240574,0.4334698],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3743582,"threshold_uncertainty_score":0.9989589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02121398693220037,"score_gpt":0.3587723596649486,"score_spread":0.3375583727327482,"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."}}