{"id":"W228530811","doi":"10.1007/978-3-319-14136-7_74","title":"Unravelling the Literature Review: Helping Graduate Students in Education Re-conceptualize the Research Process","year":2014,"lang":"en","type":"book-chapter","venue":"Communications in computer and information science","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Process (computing); Visualization; Identification (biology); Visual literacy; Graduate students; Information literacy; Graduate education; Concept map; Mind map; Computer science; Psychology; Mathematics education; Pedagogy; Library science; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.01803363,0.0001472245,0.000176028,0.0006712123,0.002225154,0.001299943,0.004181786,0.000115775,0.00001004243],"category_scores_gemma":[0.001488212,0.0001042986,0.00003065644,0.00165049,0.002644873,0.003678661,0.000735259,0.001423574,0.00003522093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004538743,"about_ca_system_score_gemma":0.001330849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000188015,"about_ca_topic_score_gemma":0.0003187802,"domain_scores_codex":[0.9965428,0.0008374984,0.0006647742,0.0002462913,0.001423363,0.0002853343],"domain_scores_gemma":[0.994752,0.001551672,0.0004922534,0.001420286,0.001722541,0.00006126999],"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":[0.000003825357,0.00003938003,0.0003636268,0.00022208,0.000005333221,6.733442e-8,0.2481746,0.00007945611,3.61413e-7,0.4100477,0.002100718,0.3389629],"study_design_scores_gemma":[0.0001145929,0.00002626366,0.002776457,0.007959499,0.00001132899,0.000004662891,0.009451412,0.002603354,0.000001679163,0.03532968,0.9414642,0.0002568934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0008689066,0.04247493,0.002174719,0.04655774,0.001488327,0.003884509,0.000004635474,0.00005094817,0.9024953],"genre_scores_gemma":[0.3375123,0.6383073,0.005130752,0.01021393,0.000554996,0.0006447353,0.00009169409,0.00002478026,0.00751958],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9393635,"threshold_uncertainty_score":0.9997368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1813133371585397,"score_gpt":0.5136307792421069,"score_spread":0.3323174420835672,"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."}}